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<channel><title><![CDATA[My Site - Blog]]></title><link><![CDATA[https://www.fingeronthepulse.blog/blog]]></link><description><![CDATA[Blog]]></description><pubDate>Wed, 29 Apr 2026 02:56:30 +0300</pubDate><generator>Weebly</generator><item><title><![CDATA[They know AI — but you don’t know them, Part. 1]]></title><link><![CDATA[https://www.fingeronthepulse.blog/blog/they-know-ai-but-you-dont-know-them]]></link><comments><![CDATA[https://www.fingeronthepulse.blog/blog/they-know-ai-but-you-dont-know-them#comments]]></comments><pubDate>Sun, 05 Apr 2026 14:19:15 GMT</pubDate><category><![CDATA[EdTech Futures]]></category><category><![CDATA[Society Decoded]]></category><guid isPermaLink="false">https://www.fingeronthepulse.blog/blog/they-know-ai-but-you-dont-know-them</guid><description><![CDATA[       Photo licensed from Adobe Stock.&nbsp;  Text: Essi Ryymin (ENG/FIN)There are so many of them! Remarkable&nbsp;master&nbsp;minds working in AI! Still, society often puts up barriers that hold them back. Yet, we rely on their expertise: they shape, among the other things,&nbsp;the quality and reliability of artificial intelligence. In other words, without their work, AI systems would be&nbsp;much more biased, which could seriously harm&nbsp;both individuals and society.In the next two posts [...] ]]></description><content:encoded><![CDATA[<div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0;margin-right:0;text-align:center"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/adobestock-801762756_orig.jpeg" alt="Picture" style="width:auto;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph">Photo licensed from Adobe Stock.&nbsp;<br></div>  <div class="paragraph">Text: Essi Ryymin (ENG/FIN)<br /><br />There are so <a href="https://www.100womeninai.com/" target="_blank">many of them</a>! Remarkable&nbsp;<strong>master</strong>&nbsp;<strong>minds </strong><a href="https://www.technovation.org/wp-content/uploads/2024/09/Women-in-AI-A-Global-Overview_TAIFA-September2024.pdf" target="_blank">working in AI!</a> Still, society often puts up barriers that hold them back. Yet, we rely on their expertise: they shape, among the other things,&nbsp;<a href="https://www.pnas.org/doi/10.1073/pnas.1919012117" target="_blank">the quality and reliability</a> of artificial intelligence. In other words, without their work, AI systems would be&nbsp;<a href="https://ajis.aaisnet.org/index.php/ajis/article/view/3835" target="_blank">much more biased, which could seriously harm&nbsp;</a>both individuals and society.<br /><br />In the next two posts, I'll<em> briefly&nbsp;(meaning: you can have a look over your coffee break)</em> introduce twelve&nbsp;<strong>AI gurus and pioneers </strong>who have changed the direction of history. I chose them simply because they sparked my personal interests. In this first post, I'll focus on six&nbsp;<strong>brilliant talents</strong> whose work has shaped the development of AI and how we understand machines capable of learning. In the next post, I will highlight six&nbsp;<strong>exceptionally gifted</strong> researchers who have created practical AI applications.<br /><br /><span>Note: </span><span><a href="https://www.science.org/doi/10.1126/science.aah6524">The bold text above is intentional.</a>&nbsp;</span><br /><br /><span>Note 2: I don't normally do APA7 formulated reference lists for blog posts. I've made an exception this time for my auntie <em>Karen,</em> who basically demands it, also for her shopping lists. My uncle <em>Ken</em>, on the other hand, does not, and he has made that very clear. Mostly because he knows&nbsp; that&nbsp;</span>evidence-based informatio<span>n is just another opinion. Anyway, the full list of references for the curious minds is down below, after the Finnish version of the text.</span><br /><br /><strong><font size="4">1. Grace Hopper (1906&ndash;1992)&nbsp;</font><br /><font size="3">Rear Admiral, U.S. Navy, Pioneer of Computer Programming</font></strong><br /><br /><span style="font-weight:bold">Grace Hopper </span><span>created&nbsp;some of the first high-level programming languages and compilers, which helped software development grow. Her work made computers easier to use and set the stage for modern software engineering (Hopper, 1952; Sammet, 1969). Without these layers of abstraction, the complex software behind today&rsquo;s AI would not exist.</span><em>&nbsp;(This photo is absolutely stunning!&#128293;)&nbsp;</em><br></div>  <div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0px;margin-right:0px;text-align:left"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/published/grace-murray-hopper-in-her-office-in-washington-dc-1978-lynn-gilbert.jpg?1775400834" alt="Picture" style="width:419;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph" style="text-align:left;">Photo: Grace Hopper by Lynn Gilbert, CC BY-SA 4.0, Wikimedia Commons, <a href="https://en.wikipedia.org/wiki/Grace_Hopper#/media/File:Grace_Murray_Hopper,_in_her_office_in_Washington_DC,_1978,_%C2%A9Lynn_Gilbert.jpg" target="_blank">https://commons.wikimedia.org/w/index.php?curid=57587522</a><br></div>  <div class="paragraph"><strong><font size="4">2. Margaret Hamilton (1936&ndash; ) </font><br /><font size="3">Director, Software Engineering Division, <span><span>NASA</span></span> (Apollo Program)</font></strong><br /><br /><span style="font-weight:bold">Margaret Hamilton </span><span>led software development for the Apollo program and set important standards for software reliability. Her work made it possible for systems to handle faults and focus on the most important tasks during flight (Hamilton, 1976). These ideas are still important today, especially in high-risk AI applications where reliability and safety matter most.&nbsp;</span></div>  <div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0px;margin-right:0px;text-align:left"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/editor/500px-margaret-hamilton-restoration.jpg?1775400884" alt="Picture" style="width:409;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph" style="text-align:left;">Photo: Margaret Hamilton standing next to a printout of the program code for the Apollo Guidance Computer&nbsp;that she and her MIT team produced for the Apollo Project.&nbsp;Restoration, created 1 January 1969. Uploaded 6 June 2017 via Wikimedia Commons. Public Domain.&nbsp;<a href="https://en.wikipedia.org/wiki/Margaret_Hamilton_(software_engineer)" target="_blank">https://en.wikipedia.org/wiki/Margaret_Hamilton_(software_engineer)&nbsp;</a><br></div>  <div class="paragraph"><font size="4"><strong>3. Barbara J. Grosz (1948&ndash; ) </strong></font><br /><font size="3"><strong>Higgins Professor of Natural Sciences, <span><span>Harvard University</span></span></strong></font><br /><br /><span style="font-weight:bold">Barbara J. Grosz</span><span> was one of the first AI researchers to create models for processing natural language and multi-agent systems. Her work helped build systems that can work with people and consider context and goals (Grosz &amp; Sidner, 1986; Grosz et al., 2004). She also brought an ethical view to AI, focusing on its impact on society (Grosz et al., 2019).&nbsp;</span><br></div>  <div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0px;margin-right:0px;text-align:left"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/editor/barbara-grosz-01.jpg?1775401352" alt="Picture" style="width:419;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph">Photo: Barbara J. Grosz by&nbsp;Bengt Oberger (2015), CC BY-SA 4.0, Wikimedia Commons&nbsp;<a href="https://en.wikipedia.org/wiki/Barbara_J._Grosz#/media/File:Barbara_Grosz_01.JPG" target="_blank">https://en.wikipedia.org/wiki/Barbara_J._Grosz&nbsp;</a><br></div>  <div class="paragraph"><strong><font size="4">4. Julia B. Hirschberg (1950&ndash; ) </font><br /><font size="3">Percy K. and Vida L. W. Hudson Professor of Computer Science,&nbsp;<span><span>Columbia University</span></span></font></strong><br /><br /><span style="font-weight:bold">Julia B. Hirschberg </span><span>has been important in developing speech recognition and conversational systems. Her work on prosody and speech structure helped make interactions between people and machines feel more natural (Hirschberg, 2002; Hirschberg &amp; Manning, 2015). She has also pointed out biases in speech technology, especially those linked to gender and accent, which can impact how well these systems work for different users.</span><br /><br />See Julia B. Hirschberg&rsquo;s portrait on Columbia Engineering&rsquo;s website:&nbsp;<a href="http://www.engineering.columbia.edu/faculty-staff/directory/julia-b-hirschberg" target="_blank">https://www.engineering.columbia.edu/faculty-staff/directory/julia-b-hirschberg</a><br></div>  <div class="paragraph"><strong><font size="4">5.&nbsp;Fei-Fei Li (1976&ndash; ) </font><br /><font size="3">Professor of Computer Science, <span><span>Stanford University,</span></span>&nbsp;Co-Director, <span><span>Stanford Human-Centered AI Institute</span></span></font></strong><br /><span style="font-weight:bold"><br />Fei-Fei Li&nbsp;</span><span>played a major part in the deep learning breakthrough by creating ImageNet, a large image dataset that sped up neural network development, especially after 2012 (Deng et al., 2009; Krizhevsky et al., 2012). Her work helped build the foundation for AI systems now used in healthcare, transportation, and digital services (LeCun et al., 2015). Li has stressed how important data is: models learn from datasets and can reflect their biases, which sometimes leads to unfair results (Mehrabi et al., 2021; Buolamwini &amp; Gebru, 2018). She has also promoted the idea of human-centered AI, where progress in technology goes hand in hand with responsibility and social impact (Li, 2018).&nbsp;</span><br></div>  <div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0px;margin-right:0px;text-align:left"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/published/35011409612-ae78964cce-c.jpg?1775402660" alt="Picture" style="width:636;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph" style="text-align:left;">Photo: Fei-Fei Li speaking at&nbsp;AI for GOOD Global Summit&nbsp;by ITU Pictures, CC BY 2.0, via Flickr:<strong>&nbsp;</strong><a href="https://www.flickr.com/photos/itupictures/35011409612/" target="_blank">https://www.flickr.com/photos/itupictures/35011409612/</a><br></div>  <div class="paragraph"><strong><font size="4">6.&nbsp;Timnit Gebru (1983&ndash; ) </font><br /><font size="3">Founder, <span><span>Distributed AI Research Institute (DAIR),&nbsp;</span></span>Former Co-Lead, Ethical AI Team, <span><span>Google</span></span></font></strong><br /><br /><span style="font-weight:bold">Timnit Gebru </span><span>is a key figure in AI ethics. Her research shows that decisions about datasets and models can create serious biases and negative effects (Gebru et al., 2018). She has also looked at the risks of large language models, highlighting the need for transparency, accountability, and good data quality in AI development (Bender et al., 2021). </span><br></div>  <div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0px;margin-right:0px;text-align:left"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/published/timnit-gebru-crop.jpg?1775402823" alt="Picture" style="width:auto;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph" style="text-align:left;">Photo: Timnit Gebru speaking at TechCrunch Disrupt SF 2018&nbsp;by&nbsp;Kimberly White / TechCrunch, CC BY 2.0, via Flickr: <a href="https://www.flickr.com/photos/52522100@N07/30671211838" target="_new">https://www.flickr.com/photos/52522100@N07/30671211838</a><br></div>  <div class="paragraph">Let&rsquo;s, finally, call a spade a spade, plainly enough to make the faint-hearted uneasy. Let&rsquo;s see whether, based on these individual examples, we might sketch some kind of continuum of AI development, even though such an exercise, based on a small and random sample, is strictly a no-go in science.<br /><br />The development of artificial intelligence has progressed from building computational capacity and software engineering foundations toward learning models based on neural networks. This progress has been driven in particular by the availability of large datasets, scalable computing, and deep learning. The current phase is especially marked by the rise of generative language models, multimodality (text, image, and audio), as well as research into AI ethics and critical reflection.<br /><br />I ran the chapter above by the prompted AI and it <em>lowkey roasted </em>the description for being too simple and skipping over a bunch of other parallel trajectories. This is a good start.&nbsp;&nbsp;<br /><br /><span>#AI #researchers #developers #engineers #inventors #AIhistory #AIdevelopmenttrajectories&nbsp;</span><br /><br />Note 3. I used Grammarly to proofread this text. Translators say it sounds robotic, but I'm sticking with it for now. That said, I&rsquo;ve checked the contents personally, so any mistakes are human-hallusinated.<br /><br />Edited for clarity 7.4. 2026&nbsp;&nbsp;<strong>Revised: </strong>"...how we understand machines capable of learning" <em>(Originally: "...how we understand learning machines").&nbsp;</em><strong>Revised: </strong>"...a printout of the program code" <em>(Originally: "...listings of the software").&nbsp;</em><strong>Revised: </strong>"...models for processing natural language" <em>(Originally: "...create models for language understanding")</em>.&nbsp;&nbsp;Thanks to my brilliant software engineering colleague, who is becoming an AI guru herself!<br /><br /><span>Tiivistelm&auml; suomeksi:&nbsp;</span><br></div>  <div class="paragraph"><strong><font size="4">He tuntevat teko&auml;lyn, mutta me emme tunne heit&auml;. Osa 1.&nbsp;</font></strong><br /><br /><a href="https://www.100womeninai.com/" target="_blank">Heit&auml; </a>on niin paljon! <a href="https://www.technovation.org/wp-content/uploads/2024/09/Women-in-AI-A-Global-Overview_TAIFA-September2024.pdf" target="_blank">H&auml;mm&auml;stytt&auml;vi&auml;</a> <strong>AI-neroja</strong> nimitt&auml;in. Vaikka yhteiskunta asettaa heid&auml;n ty&ouml;skentelylleen jatkuvasti h&auml;hm&auml;isi&auml; <a href="https://www.ie.edu/uncover-ie/women-in-ai-careers/">esteit&auml;</a>, sama taho tarvitsee heid&auml;n osaamistaan kipe&auml;sti: he <a href="https://www.pnas.org/doi/10.1073/pnas.1919012117">vaikuttavat muun muassa teko&auml;lyn laatuun</a> ja luotettavuuteen. Toisin sanoen ilman heid&auml;n panostaan teko&auml;lyn vinoutumilla olisi <a href="https://ajis.aaisnet.org/index.php/ajis/article/view/3835">merkitt&auml;vi&auml; haittavaikutuksia</a> ihmisille ja yhteiskunnalle.&nbsp;<br /><br />Esittelen kahdessa seuraavassa postauksessa kaksitoista&nbsp;<strong>AI-gurua</strong><strong>&nbsp;ja pioneeria, </strong>jotka olen valinnut oman kiinnostukseni perusteella. Ensimm&auml;isess&auml; setiss&auml; tavataan kuusi&nbsp;<strong>johtajaa</strong>, jotka ovat vaikuttaneet laajasti teko&auml;lyn kehityssuuntiin ja ymm&auml;rrykseemme kone&auml;lyst&auml;. My&ouml;hemmin, jahka ehdin ja jaksan, julkaisen toisen tekstin, jossa syvennyn <strong>lahjakkaisiin</strong> <strong>talentteihin</strong>, jotka ovat kehitt&auml;neet tutkimukseen perustuvia konkreettisia teko&auml;lysovelluksia.&nbsp;<br /><br /><strong>Huom. <a href="https://www.science.org/doi/10.1126/science.aah6524" target="_blank">Yll&auml;olevat boldaukset ovat tarkoituksellisia</a>&nbsp;</strong>ja ehk&auml; v&auml;h&auml;n provokatiivisia.<strong>&nbsp;&nbsp;</strong><br /><br /><strong>Grace Hopper (1906&ndash;1992)</strong><br />Grace Hopper kehitti varhaisia korkean tason ohjelmointikieli&auml; ja k&auml;&auml;nt&auml;ji&auml;, mik&auml; mahdollisti ohjelmistokehityksen skaalautumisen. H&auml;nen ty&ouml;ns&auml; teki tietokoneista laajemmin k&auml;ytett&auml;vi&auml; ja loi perustan modernille ohjelmistokehitykselle (Hopper, 1952; Sammet, 1969). Ilman n&auml;it&auml; abstraktiotasoja nykyinen teko&auml;lyn kehitys, joka perustuu monimutkaisiin ohjelmistoj&auml;rjestelmiin, ei olisi mahdollista.<br /><br /><strong>Margaret Hamilton (1936&ndash; )</strong><br />Margaret Hamilton johti Apollo-ohjelman ohjelmistokehityst&auml; ja loi keskeisi&auml; periaatteita ohjelmistojen luotettavuudelle. H&auml;nen ty&ouml;ns&auml; mahdollisti virheenkest&auml;v&auml;t j&auml;rjestelm&auml;t, jotka pystyiv&auml;t priorisoimaan kriittiset toiminnot lennon aikana (Hamilton, 1976). N&auml;m&auml; periaatteet ovat t&auml;rkeit&auml; my&ouml;s nykyisess&auml; teko&auml;lyss&auml;, jossa j&auml;rjestelmien luotettavuus ja turvallisuus ovat ratkaisevia erityisesti korkean riskin sovelluksissa.<br /><br /><strong>Barbara J. Grosz (1948&ndash; )</strong><br />Barbara J. Grosz on varhainen teko&auml;lytutkija, joka kehitti malleja kielen ymm&auml;rt&auml;miseen ja moniagenttij&auml;rjestelmiin. H&auml;nen ty&ouml;ns&auml; loi pohjaa &auml;lykk&auml;ille systeemeille, joissa teko&auml;ly toimii yhteisty&ouml;ss&auml; ihmisten kanssa ja huomioi toiminnan kontekstin sek&auml; tavoitteet (Grosz &amp; Sidner, 1986; Grosz et al., 2004). Grosz on my&ouml;s pohtinut teko&auml;lyn kehitt&auml;misen eettisti&auml; n&auml;k&ouml;kulmia ja muistuttanut sen yhteiskunnallisista vaikutuksista (Grosz, et al., 2019).<br /><br /><strong>Julia Hirschberg (1950&ndash; )</strong><br />Julia Hirschberg on pioneeritutkija puheentunnistuksen ja keskusteluj&auml;rjestelmien kehitt&auml;misess&auml;. H&auml;nen tutkimuksensa esimerkiksi puheen rakenteesta ja prosodiasta (eli puheen "melodiasta") on auttanut rakentamaan luonnollisempaa vuorovaikutusta ihmisten ja koneen v&auml;lill&auml; (Hirschberg, 2002; Hirschberg &amp; Manning, 2015). H&auml;n on my&ouml;s nostanut esiin vinoumia puheteknologiassa, erityisesti sukupuoleen ja aksentteihin liittyvi&auml; eroja, jotka vaikuttavat j&auml;rjestelmien toimivuuteen eri k&auml;ytt&auml;j&auml;ryhmille.&nbsp;<br /><br /><strong>Fei-Fei Li (1976&ndash; )</strong><br />Fei-Fei Li on vaikuttanut ratkaisevasti syv&auml;oppimisen l&auml;pimurtoon luomalla ImageNetin, laajan kuvadatan, joka kiihdytti neuroverkkojen kehityst&auml; erityisesti vuoden 2012 j&auml;lkeen (Deng et al., 2009; Krizhevsky et al., 2012). Tutkimus loi perustan sovelluksille, joita k&auml;ytet&auml;&auml;n nyky&auml;&auml;n terveydenhuollossa, liikenteess&auml; ja digitaalisissa palveluissa (LeCun et al., 2015). Li on korostanut datan kriittist&auml; arviointia syv&auml;oppimisessa: Mallit oppivat aineistosta ja heijastavat my&ouml;s sen mahdollisia vinoumia (Mehrabi et al., 2021; Buolamwini &amp; Gebru, 2018). Fei-Fei Li suosittaa ihmiskeskeist&auml; teko&auml;ly&auml;, jossa tekninen kehitys linkittyy aina vastuullisuuteen ja yhteiskunnallisten vaikutusten huomioimiseen (Li, 2018).<br /><br /><strong>Timnit Gebru (1983&ndash; )</strong><br />Timnit Gebru on teko&auml;lyn eettisen tutkimuksen suunnann&auml;ytt&auml;j&auml;. H&auml;nen ty&ouml;ns&auml; on osoittanut miten suurten datakokonaisuuksien ja mallien taustalla olevat valinnat tuottavat merkitt&auml;vi&auml; vinoumia ja haitallisia vaikutuksia (Gebru et al., 2018). Gebru tutkii jatkuasti kehittyvien kielimallien riskej&auml; ja korostaa toiminnan l&auml;pin&auml;kyvyyden ja datan laadun merkityst&auml; (Bender et al., 2021).<br /><br />Ajetaanpa lopuksi mutkat suoriksi niin, ett&auml; heikompia hirvitt&auml;&auml;. Kokeillaan voisiko n&auml;iden yksitt&auml;isten esimerkkien pohjalta rakentaa jonkinlaista teko&auml;lyn kehityslinjojen jatkumoa, vaikka t&auml;llainen pelih&auml;n on tieteess&auml; tietysti t&auml;ysin no go. Teko&auml;lyn kehitys on edennyt laskentakapasiteetin ja ohjelmistotekniikan rakentamisesta kohti neuroverkkoihin perustuvia oppimismalleja. Kehityst&auml; ovat vauhdittaneet erityisesti suurten tietoaineistojen saatavuus, skaalautuva laskenta ja syv&auml;oppiminen. Nykyvaihetta leimaa erityisesti generatiivisten kielimallien kehitys, multimodaalisuus (teksti, kuva ja &auml;&auml;ni) sek&auml; teko&auml;lyn eettisyyden tutkimus ja kriittinen pohdiskelu.&nbsp;<br /><br />Promptasin er&auml;st&auml;kin teko&auml;ly&auml; arvioimaan edellist&auml; kappaletta teko&auml;lyn ja ohjelmoinnin historian tutkijan ymm&auml;rryksell&auml;. Vastaus herjaili kuvauksen olevan aika simppelsson ja j&auml;tt&auml;v&auml;n huomiotta monia muita samanaikaisia kehityslinjoja. Joskus on siis ment&auml;v&auml; tarkemmin pikseleihin, mutta nyt l&auml;hdettiin liikkeelle n&auml;ill&auml; ratap&ouml;lkyill&auml;.&nbsp; &nbsp;<br /><br />Huom. K&auml;ytin t&auml;m&auml;n tekstin oikolukuun Grammarlya. Ammattik&auml;&auml;nt&auml;jien mukaan sen korjaukset kuulostavat robottimaisilta, mutta jep. Olen tarkistanut sis&auml;ll&ouml;n, joten kaikki virheet ovat vain ja ainoastaan ruudun t&auml;ll&auml; puolella hallusinoivan ihmisen.&nbsp;<br /><br /><font size="5"><strong>References</strong></font><br /><br />Bender, E. M., Gebru, T., McMillan-Major, A., &amp; Shmitchell, S. (2021). On the dangers of stochastic parrots: Can language models be too big? <em>Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency</em>, 610&ndash;623. <a href="https://doi.org/10.1145/3442188.3445922" target="_new">https://doi.org/10.1145/3442188.3445922</a><br /><br />Buolamwini, J., &amp; Gebru, T. (2018). Gender shades: Intersectional accuracy disparities in commercial gender classification. <em>Proceedings of the 1st Conference on Fairness, Accountability and Transparency</em>, 81, 77&ndash;91. <a href="https://proceedings.mlr.press/v81/buolamwini18a.html" target="_new">https://proceedings.mlr.press/v81/buolamwini18a.html</a><br /><br />Deng, J., Dong, W., Socher, R., Li, L.-J., Li, K., &amp; Li, F.-F. (2009). ImageNet: A large-scale hierarchical image database. <em>Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR)</em>, 248&ndash;255. <a href="https://doi.org/10.1109/CVPR.2009.5206848" target="_new">https://doi.org/10.1109/CVPR.2009.5206848</a><br /><br />Gebru, T., Morgenstern, J., Vecchione, B., Vaughan, J. W., Wallach, H., Daum&eacute; III, H., &amp; Crawford, K. (2018). Datasheets for datasets. <em>arXiv</em>. <a href="https://doi.org/10.48550/arXiv.1803.09010" target="_new">https://doi.org/10.48550/arXiv.1803.09010</a><br /><br />Grosz, B. J., Grant, D. G., Vredenburgh, K., Behrends, J., Hu, L., Simmons, A., &amp; Waldo, J. (2019). Embedded EthiCS: Integrating ethics across CS education. <em>Communications of the ACM</em>, 62(8), 54&ndash;61. <a href="https://doi.org/10.1145/3330794" target="_blank">https://doi.org/10.1145/3330794</a><br /><br />Grosz, B. J., Kraus, S., Sullivan, D. G., &amp; Das, S. (2004). The influence of social norms and social consciousness on intention reconciliation. <em>Artificial Intelligence</em>, 142(2), 147&ndash;177. <a href="https://doi.org/10.1016/j.artint.2004.08.006" target="_new">https://doi.org/10.1016/j.artint.2004.08.006</a><br /><br />Grosz, B. J., &amp; Sidner, C. L. (1986). Attention, intentions, and the structure of discourse. <em>Computational Linguistics</em>, 12(3), 175&ndash;204.<br /><br />Hamilton, M. (1976). Computer gotchas. <em>Datamation</em>, 22(4), 68&ndash;76.<br /><br />Hirschberg, J. (2002). Communication and prosody: Functional aspects of prosody. <em>Speech Communication</em>, 36(1&ndash;2), 31&ndash;43. <a href="https://www.sciencedirect.com/science/article/abs/pii/S0167639301000243?via%3Dihub" target="_blank">https://doi.org/10.1016/S0167-6393(01)00024-3</a><br /><br />Hirschberg, J., &amp; Manning, C. D. (2015). Advances in natural language processing. <em>Science</em>, 349(6245), 261&ndash;266. <a href="https://doi.org/10.1126/science.aaa8685" target="_new">https://doi.org/10.1126/science.aaa8685</a><br /><br />Hopper, G. M. (1952). The education of a computer. <em>Proceedings of the ACM National Meeting</em>, 243&ndash;249. <a href="https://doi.org/10.1145/609784.609818" target="_new">https://doi.org/10.1145/609784.609818</a><br /><br />Krizhevsky, A., Sutskever, I., &amp; Hinton, G. E. (2012). ImageNet classification with deep convolutional neural networks. <em>Advances in Neural Information Processing Systems</em>, 25, 1097&ndash;1105. <a href="https://proceedings.neurips.cc/paper/2012/hash/c399862d3b9d6b76c8436e924a68c45b-Abstract.html" target="_blank">https://proceedings.neurips.cc/paper/2012/hash/c399862d3b9d6b76c8436e924a68c45b-Abstract.html</a><br /><br />LeCun, Y., Bengio, Y., &amp; Hinton, G. (2015). Deep learning. <em>Nature</em>, 521(7553), 436&ndash;444. <a href="https://doi.org/10.1038/nature14539" target="_new">https://doi.org/10.1038/nature14539</a><br /><br />Mehrabi, N., Morstatter, F., Saxena, N., Lerman, K., &amp; Galstyan, A. (2021). A survey on bias and fairness in machine learning. <em>ACM Computing Surveys</em>, 54(6), Article 115. <a href="https://doi.org/10.1145/3457607" target="_new">https://doi.org/10.1145/3457607</a><br /><br />Sammet, J. E. (1969).&nbsp;<em>Programming languages: History and fundamentals</em>. Prentice-Hall.<br></div>]]></content:encoded></item><item><title><![CDATA[What Matters Most Is How You Behave When Things Get Messy]]></title><link><![CDATA[https://www.fingeronthepulse.blog/blog/what-matters-most-is-how-you-behave-when-things-get-messy]]></link><comments><![CDATA[https://www.fingeronthepulse.blog/blog/what-matters-most-is-how-you-behave-when-things-get-messy#comments]]></comments><pubDate>Sat, 31 Jan 2026 08:11:13 GMT</pubDate><category><![CDATA[EdTech Futures]]></category><category><![CDATA[Society Decoded]]></category><category><![CDATA[WorkEd]]></category><guid isPermaLink="false">https://www.fingeronthepulse.blog/blog/what-matters-most-is-how-you-behave-when-things-get-messy</guid><description><![CDATA[       Photo licensed from Adobe Stock.  Text: Essi RyyminWe&rsquo;ve been describing the skills of the future over a decade. Analyses, frameworks, future visions, policies, heat maps, the lot. The World Economic Forum&rsquo;s Future of Jobs Report 2025 does it again, mapping the roles that are growing and the skills they&rsquo;ll demand. Helpful? Yes. Sufficient? Not anymore. The messy is now the new normal of working life and the only way through it is to finally live the skills we keep talkin [...] ]]></description><content:encoded><![CDATA[<div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0;margin-right:0;text-align:center"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/adobestock-1665825155-1_orig.jpeg" alt="Picture" style="width:auto;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph">Photo licensed from Adobe Stock.<br></div>  <div class="paragraph">Text: Essi Ryymin<br /><br />We&rsquo;ve been describing the skills of the future over a decade. Analyses, frameworks, future visions, policies, heat maps, the lot. The World Economic Forum&rsquo;s<a href="https://www.weforum.org/publications/the-future-of-jobs-report-2025/" target="_blank"> Future of Jobs Report 2025 </a>does it again, mapping the roles that are growing and the skills they&rsquo;ll demand. Helpful? Yes. Sufficient? Not anymore. The messy is now the new normal of working life and the only way through it is to finally live the skills we keep talking about.<br /><br /><strong>Skills instability is structural&nbsp;</strong><br /><br />Roles are remixing faster than job architectures can keep up.<a href="https://www.burningglassinstitute.org/research/how-skills-are-disrupting-work?" target="_blank"> Burning Glass Institute&rsquo;s research </a>shows skill profiles inside roles are churning. New skills rise, others fade, and the half-life of what you &ldquo;know&rdquo; keeps shrinking. This is a standing feature of modern work. The peaceful moment after an occasional rush is not coming anymore. The new normal, messy is like gravity, not weather.<br /><br />The World Economic Forum&rsquo;s outlook backs this up at a macro scale. Tech and green transitions are rearranging demand across entire occupations, while skills gaps sit among the top barriers to transformation. What does this mean in practice? Your job is less a noun and more a verb, a moving one.<br /><br /><strong>Human-centered skills are the fastest-rising</strong><br /><br />Yes, AI skills are hot. But the most durable advantage is surprisingly analog, meaning, how you relate, frame, and decide. <a href="https://www.axios.com/2024/02/08/communication-most-in-demand-job-skill-linkedin?" target="_blank">LinkedIn&rsquo;s recent data</a>, reported by Axios,&nbsp; puts communication at the top of employer demand, again, while leadership, collaboration, and adaptability remain perennial chart-toppers. The more tech pervades workflows, the more those human interfaces matter.<br /><br />OECD&rsquo;s latest synthesis adds rigor. It reveals that&nbsp;<a href="https://www.oecd.org/en/publications/social-and-emotional-skills-for-better-lives_35ca7b7c-en.html" target="_blank">social and emotional skills </a>reliably predict labor-market outcomes and well-being, not just grades. In other words, being able to read the room, regulate your reactions, and build trust has measurable career ROI.<br /><br /><strong>GenAI isn't closing gaps but accelerating them</strong><br /><br /><span>Generative AI acts as a force multiplier, especially for people and teams who are ready to learn and adapt. McKinsey&rsquo;s <a href="https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai" target="_blank">2025 AI survey</a> shows that more organisations are using AI, but many still struggle to use it effectively. <a href="https://open.substack.com/pub/canevac/p/what-educational-institutions-can?utm_campaign=post&amp;utm_medium=email" target="_blank">The companies that get the most value from AI</a> are strong in areas like strategy, leadership, and new work methods. When these areas are weak, AI tends to increase the performance gap between teams and companies.</span><br /><br /><span>In the job market, AI is spreading faster than many workers can reskill, which is causing both <a href="https://www.reuters.com/business/media-telecom/ais-rise-stirs-excitement-sparks-job-worries-2025-12-04/" target="_blank">excitement and worry about jobs.</a> Policy experts and business leaders are now more open about how disruptive AI can be, especially for people starting their careers. This does not mean humans are out of the picture, instead, it makes uniquely human skills even more valuable in stressful times</span><br /><br /><strong>Success at work is no longer about what you know, but about how you respond&nbsp;</strong><span style="font-weight:bold"><strong>wh</strong>en the situation gets messy</span><br /><br /><span>However, ambiguity, well-being, and productivity in the workplace are shaped by continuous development. When stakes are high, and situations become unclear or emotionally charged, employers prioritise how employees respond under pressure over &ldquo;by textbook&rdquo; solutions. In critical moments, it is not just knowledge, but four key behaviours that enable workplace communities to navigate challenges: 1) Making sense of ambiguity, 2) taking others&rsquo; perspectives, 3) regulating emotions, and 4) creating psychological safety, trust, that encourages honesty.<br /><br />Let&rsquo;s look more closely at supporting scientific research:</span><ul><li><span>First, <a href="https://www.sciencedirect.com/science/article/abs/pii/S0263237321000980?via%3Dihub" target="_blank">sensemaking</a> is the ability to interpret complex, unclear situations by constructing coherent explanations, identifying possible options and tradeoffs, and selecting a path forward despite incomplete information.</span></li><li><span>Next, <a href="https://www.crisisjournal.org/article/144948-perspective-taking-as-a-moderator-of-political-stress-work-outcome-relationships-a-test-of-competing-hypotheses" target="_blank">perspective-taking</a> is the skill of understanding and clearly expressing an opposing point of view, and using that insight to help guide a group. This is not just about being pleasant, but about reducing political friction and improving collective outcomes.</span></li><li><span>Additionally, <a href="https://www.taylorfrancis.com/books/edit/10.4324/9780203100851/emotional-labor-21st-century-alicia-grandey-james-diefendorff-deborah-rupp" target="_blank">emotion regulation</a> is the ability to maintain curiosity, composure, and openness when facing challenges or criticism, rather than reacting defensively or emotionally.</span></li><li>Finally,<a href="https://www.openpsychologyjournal.com/VOLUME/16/ELOCATOR/e187435012307090/FULLTEXT/" target="_blank"> fostering psychological safety </a>is about making sure everyone feels comfortable raising concerns, giving honest feedback, and speaking up without worrying about negative consequences. When people feel safe, it supports their well-being and helps the team perform, innovate, and learn better.<br /><br /></li></ul> These capabilities are difficult to replicate, automate, or scale in the absence of a shared cultural commitment.&nbsp;<span>Developing these skills requires a collective sharing within the workplace community. They cannot be cultivated in isolation or assigned to individuals alone.<br /><br /><strong>Smart tools to start practicing with&nbsp;</strong><br /><br />But as smart species that we are, we can harness our technology to develop these skills is us. Have you heard for instance about <a href="https://www.edtechestonia.org/members/p/cyborgs">Cyborgs?</a></span><br /><span>It's an awarded Estonian innovation that focuses on rehearsing behaviour in complex, messy work situations, rather than just teaching knowledge. There are plenty of similar applications and platforms (behaviour-first, scenario-based) to practice the skills. See the list of some examples here: </span><br /><br /><strong>Cyborgs</strong><ul><li>Provides realistic, story-driven workplace simulations that help teams build key competencies and soft skills in dynamic, unpredictable environments.&nbsp;</li><li>Uses interactive scenarios that feel like an escape room challenge &mdash; teams must deliver a complex project under tight deadlines to a demanding client.&nbsp;</li><li>Widely used for developing teamwork, communication, problem solving, and adaptability in professional settings.&nbsp;</li><li>Focus: behaviour and collaboration under social pressure in workplace-like situations.<br /><a href="https://cyborgs.work/" target="_blank">&#128279; https://cyborgs.work&nbsp;&nbsp;</a></li></ul><br /><strong>Sopu Academy</strong><ul><li>Offers negotiation training designed to help individuals and teams build practical skills for influencing outcomes and reaching agreements in real-world contexts.</li><li>Uses structured modules and scenario-based exercises that focus on strategy, communication, and effective bargaining techniques.</li><li>Widely used by professionals seeking to improve negotiation confidence, conflict resolution skills, and decision-making in both workplace and everyday situations.</li><li>Focus: developing negotiation mindset and interpersonal influence through guided practice and frameworks.</li><li>&#128279; <a href="https://sopuacademy.com/">https://sopuacademy.com</a></li></ul> &nbsp;<br /><strong>Kialo</strong><ul><li>Provides a structured debate and discussion platform that helps users strengthen critical thinking, sense-making, and reasoned communication.</li><li>Uses visual argument mapping to break down complex topics into clear positions and supporting reasons, encouraging thoughtful dialogue and analysis.</li><li>Widely used in educational, professional, and community settings to enhance clarity of thought, civil discourse, and collaborative sense-making.</li><li>Focus: refining reasoning skills and understanding multiple perspectives through structured argumentation.</li><li>&#128279; <a href="https://www.kialo.com/">https://www.kialo.com</a></li></ul><br /><strong>Mursion</strong><ul><li>Utilises AI-driven avatars paired with live facilitators to recreate realistic leadership, feedback, and conflict situations.</li><li>Enables participants to practice challenging interpersonal interactions in a safe, controlled environment.</li><li>Widely used in leadership development and professional training&mdash;including education and corporate contexts.</li><li>Focus: behavior and communication under social pressure in high-stakes scenarios.</li><li>&#128279; <a href="https://www.mursion.com/">https://www.mursion.com/</a></li></ul><br /><span>Finally, what should then be the first practical thing to do when things get messy? As one wise man once said, &ldquo;Keep calm and carry on.&rdquo; That advice is still just as relevant today.</span><strong><br /><br />Note:&nbsp;</strong>This text uses Google Scholar, a search engine for scientific publications, to find sources and artificial intelligence to analyse and summarise research results (SciSpace, Scholar GPT). It also uses Grammarly for language proofreading.&nbsp;<br /><br /><span>#behaviour #socialskills #socialpressure #rapidtransformation #newwork #changeatwork #scenariobasedapplications #futureskills #AI<br /><br />Tiivistelm&auml; suomeksi:&nbsp;</span><br /><br /><font size="4"><strong>Eniten merkitsee se, miten k&auml;ytt&auml;ydyt, kun tilanne mutkistuu</strong></font><br /><br />Nopeasti muuttuva ty&ouml;el&auml;m&auml; saattaa tuntua toisinaan kuin jatkuvalta ja ennakoimattomasti etenev&auml;lt&auml; remontilta. Sein&auml;t liikkuvat, kahvihuone l&ouml;ytyy milloin mist&auml;kin, ja kytkimest&auml;, josta viimeksi sytytettiin valot, nyt ne sammutetaan. Roolit ja osaamisvaatimukset muuttuvat nopeammin kuin strategiakalvot. Listat tulevaisuuden taidoista eiv&auml;t en&auml;&auml; riit&auml;. Nyt tarvitaan niiden jokap&auml;iv&auml;ist&auml; toimeenpanoa.&nbsp;<br /><br />Tutkimukset kertovat samaa viesti&auml; eri suunnista, osaamisvaatimukset ovat alituisessa liikkeess&auml;. Ty&ouml; ei ole en&auml;&auml; titteli, vaan jatkuvasti kehitteill&auml; oleva tapa tehd&auml; ja oppia. Kest&auml;vimm&auml;t taidot ovat yh&auml; inhimillisi&auml;. Viestint&auml;, yhteisty&ouml;, sopeutumiskyky ja kyky lukea tilanteita ja ihmisi&auml; vaikuttavat suoraan sek&auml; ty&ouml;n tuloksellisuuteen ett&auml; hyvinvointiin.<br /><br />Odotamme ja saamme paljon apua generatiiviselta teko&auml;lylt&auml;, mutta se ei v&auml;ltt&auml;m&auml;tt&auml; tasoita ty&ouml;paikkojen kyvykkyyseroja. Eniten teko&auml;lyst&auml;&nbsp; nimitt&auml;in hy&ouml;tyv&auml;t ne organisaatiot, joilla on jo valmiiksi selke&auml; suunta, toimiva johtaminen, j&auml;rkev&auml;t ty&ouml;tavat ja p&auml;ivittyv&auml; tiekartta tulevaisuuteen. Tai edes &auml;&auml;neen lausuttu tavoite kehitt&auml;&auml; niit&auml; tosimielell&auml;. Jos perusta on heikko, my&ouml;s &auml;lyk&auml;s kehitt&auml;minen rakentuu savijaloille.<br /><br />Jatkuvassa muutoksessa hyv&auml;kin ty&ouml; h&auml;ss&auml;k&ouml;ityy monista ty&ouml;ntekij&auml;st&auml; riippumattomista tekij&ouml;ist&auml;. Monet tutkijat uumoilevatkin, ett&auml; ratkaisevaa sek&auml; ty&ouml;n tulokselle ett&auml; hyvinvoinnillemme on se, miten toimimme, kun tilanne muuttuu sekavaksi. Osaavatko ty&ouml;yhteis&ouml;t j&auml;sent&auml;&auml; ep&auml;varmuutta, ymm&auml;rt&auml;&auml; erilaisia n&auml;k&ouml;kulmia, s&auml;&auml;dell&auml; reaktioitaan ja luoda ilmapiiri&auml;, jossa voi puhua avoimesti? (Ei kai kukaan en&auml;&auml; tosissaan ehdota rakenteellisiin haasteisiin lis&auml;&auml; syv&auml;kyykkyj&auml;?)<br /><br />Kyseess&auml; ovat nyt sellaiset tihe&auml;syiset ja kulttuuriin kutoutuneet osaamiset, joita on vaikeaa simuloida, replikoida, automatisoida tai kehitt&auml;&auml; ilman samaa ilman hengitt&auml;vien ihmisten yhteist&auml; ja tietoista ponnistelua. &Auml;lykk&auml;&auml;n&auml; lajina voimme kuitenkin valjastaa nerokkaat tuki&auml;lymme ja teknologiamme auttamaan meit&auml; n&auml;idenkin taitojen harjottelussa. Kokosin ylemm&auml;s listaa mielenkiintoisista ohjelmista, jotka vaikuttavat potentiaalisilta.&nbsp;<br /><br />Kannattaa vilkaista uusin tulokas, virolainen innovaatio <a href="https://cyborgs.work/" target="_blank">Cyborgs</a>. Olin juuri tapahtumassa, jossa yksi softan kehittelij&ouml;ist&auml; esitteli sit&auml; sanoilla: "Hyv&auml; yleis&ouml;, tarvitsette t&auml;t&auml;, jos olette ikin&auml; olleet t&ouml;iss&auml;nne siin&auml; pisteess&auml;, ett&auml; olette halunneet [noh, er&auml;s kohtalaisen v&auml;kivaltainen verbi] jotakuta". Asiantuntijoista t&auml;yttynyt yleis&ouml; naurahteli vaivautuneesti, mutta ny&ouml;kk&auml;ili.<br /><br /><strong>Huomio:</strong> T&auml;m&auml;n tekstin l&auml;hdehaussa on k&auml;ytetty Google Scholaria, ja l&auml;hteiden tutkimustulosten analysoinnissa sek&auml; tiivist&auml;misess&auml; on hy&ouml;dynnetty teko&auml;ly&auml; (SciSpace, Scholar GPT). Englanninkielisen version oikolukuun on k&auml;ytetty Grammarlya. H&auml;rm&auml; on j&auml;lleen kerran mit&auml; on.&nbsp;<br /><br />#sosiaalisettaidot #ty&ouml;el&auml;m&auml; #muutos #teko&auml;ly #hyvinvointi #osaaminen #tulevaisuudenosaamiset #jatkuvamurros #tutkimusjaty&ouml;<br /><br /><br /></div>]]></content:encoded></item><item><title><![CDATA[Hannah Arendt's "The Origins of Totalitarianism" does not tell what happened to them; it tells what can happen to us]]></title><link><![CDATA[https://www.fingeronthepulse.blog/blog/hannah-arendts-the-origins-of-totalitarianism-does-not-tell-what-happened-to-them-it-tells-what-can-happen-to-us]]></link><comments><![CDATA[https://www.fingeronthepulse.blog/blog/hannah-arendts-the-origins-of-totalitarianism-does-not-tell-what-happened-to-them-it-tells-what-can-happen-to-us#comments]]></comments><pubDate>Fri, 31 Oct 2025 15:21:39 GMT</pubDate><category><![CDATA[Book Club]]></category><guid isPermaLink="false">https://www.fingeronthepulse.blog/blog/hannah-arendts-the-origins-of-totalitarianism-does-not-tell-what-happened-to-them-it-tells-what-can-happen-to-us</guid><description><![CDATA[       Photo of Hannah Arendt in 1958 /&nbsp;M&uuml;nchner Stadtmuseum, Sammlung Fotografie (CC BY-SA 4.0)  Text: Essi RyyminPhilosopher and political theorist&nbsp;Hannah Arendt&rsquo;s&nbsp;(1906-1975)&nbsp;&ldquo;The Origins of Totalitarianism&rdquo; (1951) is a significant work that explores the emergence of totalitarian regimes in the 20th century, focusing on Nazism and Stalinism. Arendt examines the historical, political, and social foundations of totalitarianism, providing insights into  [...] ]]></description><content:encoded><![CDATA[<div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0;margin-right:0;text-align:center"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/published/fm-2019-1-5-9-17-niggl-radloff-b-hannah-arendt-cropped.jpg?1761924681" alt="Picture" style="width:547;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph" style="text-align:center;"><strong>Photo of Hannah Arendt in 1958 /&nbsp;</strong><span style="color:rgb(32, 33, 34); font-weight:700">M&uuml;nchner Stadtmuseum, Sammlung Fotografie (<strong>CC BY-SA 4.0)</strong></span></div>  <div class="paragraph">Text: Essi Ryymin<br /><br />Philosopher and political theorist&nbsp;<strong>Hannah Arendt&rsquo;s</strong>&nbsp;(1906-1975)&nbsp;<a href="https://books.google.fi/books/about/The_Origins_of_Totalitarianism.html?id=zGE8DgAAQBAJ&amp;redir_esc=y" target="_blank">&ldquo;<strong>The Origins of Totalitarianism&rdquo;</strong></a> (1951) is a significant work that explores the emergence of totalitarian regimes in the 20th century, focusing on Nazism and Stalinism. Arendt examines the historical, political, and social foundations of totalitarianism, providing insights into how these regimes gained power, how they functioned, and what set them apart from other authoritarian systems. Arendt&rsquo;s analysis is still strikingly relevant in today&rsquo;s context. Many current political trends in Western democracies reflect her concerns about society descending into moral and cultural decline.<br /><br /><strong>Masses of alienated and isolated</strong><br /><br />Like in the past, populism attracts individuals who feel overlooked by conventional political leaders. In many countries, populist movements often arise from a sense of frustration with the political establishment. Voters may feel that their problems are being overlooked and that the system is working against them.<br /><br />Arendt argued that isolation fosters totalitarianism. Today, technological and social shifts, and globalisation, have contributed to a sense of disconnection among many. The decline of traditional community structures, increasing inequality, and societal fragmentation have created an environment where the masses feel isolated and powerless, making them more vulnerable to populist messages.<br /><br />Arendt noted that totalitarian movements often gravitate around a charismatic leader who offers hope. Populist movements frequently revolve around leaders who position themselves as outsiders and defenders of the ordinary people. These leaders often promise to take the battle to the political elite and propose simple solutions to complex issues such as immigration and trade.<br /><br /><strong>Declining, destroying, dehumanising</strong><br /><br />Many populist movements express strong hostility to traditional democratic institutions, including the judiciary, the media and political elections. When these institutions oppose populism, they are often labeled as corrupt or biased, similar to how totalitarian leaders undermine institutions to strengthen their control. This decline in trust in democratic institutions is one of the critical warning signs Arendt highlighted.<br /><br />Arendt cautioned that <strong>the destruction of truth</strong> is a crucial step toward totalitarianism. The surge of fake news, disinformation, and &ldquo;alternative facts&rdquo; makes it increasingly difficult for many to discern what is true. Arendt pointed out that totalitarian regimes often capitalise on and exacerbate racial and ethnic tensions, using these divisions to strengthen their control. Populist leaders frequently rally their followers by portraying certain groups as enemies of the state or nation. Totalitarian regimes dehumanise and marginalise specific groups to unify the masses.<br /><br /><strong>The normalisation of evil</strong><br /><br />One concept deeply concerning is Hannah Arendt&rsquo;s "the banality of evil&rdquo;. This idea is central to her book <a href="https://books.google.fi/books/about/Eichmann_in_Jerusalem.html?id=G3pM9S3ZmTcC&amp;redir_esc=y" target="_blank"><strong>&ldquo;Eichmann in Jerusalem: A Report on the Banality of Evil&rdquo;</strong></a> (1963). The book stems from Arendt&rsquo;s reporting on the 1961 trial of <strong>Adolf Eichmann </strong>(1906-1962), a high-ranking Nazi official. Eichmann was a principal architect of the Holocaust, tasked with organising the logistics of deporting millions of Jews. Arendt contended that Eichmann was not a monstrous, fanatical ideologue but rather an ordinary bureaucrat and a family man who followed orders without critically considering their moral consequences. He prioritised obedience to authority and career advancement over personal responsibility or ethical reflection.<br /><br />The concept of the banality of evil (as Arendt understood it &ldquo;evil becoming an everyday thing&rdquo; and &ldquo;evil as a common action&rdquo;) concretisises&nbsp;how not only individuals but also societies can slip into authoritarianism where dehumanising policies become the norm. <strong>This shift occurs gradually,</strong> as political parties and establishment start to accept or overlook harmful actions, often citing political pragmatism, fear of losing support, or the belief that making concessions will protect a perceived greater good.<br /><br /><strong>Getting involved</strong><br /><br />In open societies healthy democratic parties distance themselves from the extreme rhetoric of populist parties. However, as time goes on, they may begin to tolerate or even incorporate certain aspects of these policies as part of a broader strategy to stay competitive. In some cases, democratic parties might even ally with populist or far-right parties to maintain power or justify specific policy goals. In doing so, they often compromise on core principles and implicitly endorse the extreme elements of their partners&rsquo; agendas.<br /><br /><strong>Without others, the night does not go on</strong><br /><br />A year ago, I went to see the play <a href="https://ttt-teatteri.fi/program/eichmann-mista-yo-alkaa/" target="_blank">Eichmann &ndash; Where the Night Begins</a> at Tampereen Ty&ouml;v&auml;en Teatteri. The work is based on a text by Italian playwright <strong>Stefano Massini</strong>&nbsp;(b. 1975) who explores the origins of evil and the individual&rsquo;s responsibility within a totalitarian system by an imagined <a href="https://www.piccoloteatro.org/en/2021-2022/eichmann-dove-inizia-la-notte" target="_blank">dialogue between philosopher Hannah Arendt and Adolf Eichmann</a>. The performance brings to the stage Arendt&rsquo;s finding that evil can become ordinary when a society quietly begins to accept inhumanity as part of normal life.<br /><br />Massini emphasises that no one changes the course of history alone, but everyone plays a part in it. As the play&rsquo;s introduction states: &ldquo;One person&rsquo;s role may be the first, the hundredth, or the thousandth &ndash; but without others, the night does not go on". What made the performance especially memorable was the charismatic <a href="https://ttt-teatteri.fi/actors/seela-sella/" target="_blank"><strong>Seela Sella&rsquo;</strong></a>s (b. 1936) role as Hannah Arendt. Her powerful presence and portrayal of the uncompromising Arendt were unforgettable.<br /><br />#BookClub #HannahArendt #TheOriginsofTotalitarianism# #EichmannInJerusalem #IndividualResponsibility #MoralRreflection<br />#CrisiOf Democracy<br /><br /><font size="2">Note: Generative AI (DeepL, and Grammarly) was used to assist with the language proofreading and grammatical refinement of this post. However, as the text has not been checked by a native English speaker, it contains some oddities.</font><br /><br /></div>  <div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0;margin-right:0;text-align:center"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/free-adobe-pic_orig.jpg" alt="Picture" style="width:auto;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph" style="text-align:center;"><strong><span>Image: Stephan Dost / Adobe Stock (Free License)</span></strong><br></div>  <div class="paragraph">Tiivistelm&auml; suomeksi:<br /><br /><strong><font size="5">"Mist&auml; y&ouml; alkaa?"&nbsp;</font></strong><br /><br />Filosofi<strong>&nbsp;Hannah Arendtin </strong>(1906-1975)&nbsp;teos The Origins of Totalitarianism (suomeksi <a href="https://rosebud.fi/2024/?sivu=tuote&amp;ean=9789517685511" target="_blank">"Totalitarismin synty"</a>) on vuonna 1951 julkaistu klassikkoteos, jossa Arendt tarkastelee totalitaaristen j&auml;rjestelmien, erityisesti natsismin ja stalismin, historiallisia, poliittisia ja sosiaalisia juuria. H&auml;n analysoi, miten antisemitismi, imperialismi, massojen vieraantuminen ja yhteis&ouml;llisyyden rapautuminen loivat pohjan totalitarismille, ja miten karismaattiset johtajat pystyiv&auml;t hy&ouml;dynt&auml;m&auml;&auml;n ihmisten turhautumista. Arendt toteaa, ett&auml; demokratioiden heikkeneminen alkaa usein luottamuksen menett&auml;misest&auml; instituutioihin, totuuden v&auml;&auml;ristymisest&auml; ja viholliskuvien rakentamisesta. Pelottavan tuttua.<br /><br />My&ouml;hemm&auml;ss&auml; teoksessaan <a href="https://docendo.fi/kirjat/eichmann-jerusalemissa/" target="_blank">Eichmann Jerusalemissa: raportti pahuuden banaaliudesta</a> (1963) Arendt syvent&auml;&auml; totalitarismianalyysiaan tarkastelemalla natsirikollinen <strong>Adolf Eichmannin </strong>(1906-1962) oikeudenk&auml;ynti&auml;. H&auml;n esitt&auml;&auml;, ett&auml; Eichmann ei ollut poikkeuksellinen hirvi&ouml;, vaan tavallinen virkamies, joka &ldquo;seurasi vain ohjeita&rdquo;, kuten Eichmann hoki oikeudenk&auml;yntins&auml; loppuun saakka. Arendt korostaa yksil&ouml;n vastuuta, kriittisen ajattelun merkityst&auml; ja demokraattisten arvojen puolustamista silloinkin, kun se tarkoittaa jo vakiintuneiden s&auml;&auml;nt&ouml;jen, ohjeiden ja normien vastustamista.<br /><br />K&auml;vin katsomassa vuosi sitten <strong>Tampereen Ty&ouml;v&auml;en Teatterin </strong>esityksen <a href="https://ttt-teatteri.fi/program/eichmann-mista-yo-alkaa/" target="_blank">&ldquo;</a><em><a href="https://ttt-teatteri.fi/program/eichmann-mista-yo-alkaa/" target="_blank">Eichmann &ndash; mist&auml; y&ouml; alkaa&rdquo;</a>. </em>Kyseess&auml; oli <strong>Stefano Massinin </strong>(s. 1975) teksti, joka rakentuu <a href="https://www.piccoloteatro.org/en/2021-2022/eichmann-dove-inizia-la-notte" target="_blank">kuvitteelliseen keskusteluun Hannah Arendtin ja Adolf Eichmannin v&auml;lill&auml;</a>. Teos tutkii, miten tavallinen ihminen voi muuttua v&auml;kivallan ja julmuuden v&auml;lineeksi noudattaessaan sokeasti k&auml;skyj&auml;. &ldquo;Yhden ihmisen rooli voi olla ensimm&auml;inen, sadas tai tuhannes &ndash; mutta ilman muita y&ouml; ei jatku.&rdquo; Esityksest&auml; teki erityisen mieleenpainuvan itkett&auml;v&auml;n ihanan, s&auml;ken&ouml;iv&auml;n karismaattisen, k&auml;sitt&auml;m&auml;tt&ouml;m&auml;n lahjakkaan (jep, olen fani) <a href="https://ttt-teatteri.fi/actors/seela-sella/" target="_blank"><strong>Seela Sellan </strong></a>(s. 1936) rooli periksiantamattomana Hannad Arendtina.<br /><br /><em>&ldquo;Ja &auml;kki&auml; oli y&ouml;.&rdquo;&nbsp;</em><br /><br />#BookClub #HannahArendt #TheOriginsofTotalitarianism# #EichmannInJerusalem #IndividualResponsibility #MoralRreflection<br />#CrisiOf Democracy<br /><br /><font size="2">Ps. K&auml;ytin t&auml;m&auml;n postauksen englannin kielen tarkistamiseen generatiivista teko&auml;ly&auml; (DeepL ja Grammarly). Koska natiivi englannin osaaja ei kuitenkaan ole oikolueknut teksti&auml;, se sis&auml;lt&auml;&auml; kummallisuuksia. Saattaapa niit&auml; sis&auml;lt&auml;&auml; suomenkielinen tiivistelm&auml;kin, mutta otan h&auml;rm&auml;n suhteen v&auml;h&auml;n enemm&auml;n vapauksia.</font><br /><br /></div>]]></content:encoded></item><item><title><![CDATA[Building Trustworthy AI for Europe’s Future: ELLIOT, ETH Zürich, CSC – and Let’s not Forget Kajaani!]]></title><link><![CDATA[https://www.fingeronthepulse.blog/blog/building-trustworthy-ai-for-europes-future-elliot-eth-zurich-csc-and-lets-not-forget-kajaani]]></link><comments><![CDATA[https://www.fingeronthepulse.blog/blog/building-trustworthy-ai-for-europes-future-elliot-eth-zurich-csc-and-lets-not-forget-kajaani#comments]]></comments><pubDate>Sat, 16 Aug 2025 08:39:04 GMT</pubDate><category><![CDATA[EdTech Futures]]></category><guid isPermaLink="false">https://www.fingeronthepulse.blog/blog/building-trustworthy-ai-for-europes-future-elliot-eth-zurich-csc-and-lets-not-forget-kajaani</guid><description><![CDATA[       Image: LUMI Supercomputer by Mikael Kanerva, CSC. Copyright CSC. LUMI photos for media.&nbsp;  Text: Essi Ryymin&nbsp;Artificial intelligence (AI) is no longer just about self-driving cars or clever chatbots. Increasingly, it is our partner in building society, helping to understand climate change, create new medicines, and even ensure that online information can be trusted. But with AI&rsquo;s growing power comes a responsibility: how do we make it reliable, open, and beneficial for ever [...] ]]></description><content:encoded><![CDATA[<div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0;margin-right:0;text-align:center"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/lumi-dsc-1747-cropforwww-1536x768-1_orig.jpg" alt="Picture" style="width:auto;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph">Image: LUMI Supercomputer by <a href="https://lumi-supercomputer.eu/media/#fancybox-custom-gallery-11" target="_blank">Mikael Kanerva, CSC. Copyright CSC. LUMI photos for media.&nbsp;</a></div>  <div class="paragraph">Text: Essi Ryymin&nbsp;<br /><br />Artificial intelligence (AI) is no longer just about self-driving cars or clever chatbots. Increasingly, it is our partner in building society, helping to understand climate change, create new medicines, and even ensure that online information can be trusted. But with AI&rsquo;s growing power comes a responsibility: how do we make it reliable, open, and beneficial for everyone?<br /><br />That&rsquo;s where <strong><a href="https://apigateway.agilitypr.com/distributions/history/52135e0b-9025-48a8-9120-2490054de249">ELLIOT</a></strong> comes in. Backed by the EU&rsquo;s Horizon Europe programme, this flagship project brings together 30 organisations from 12 countries to design a new generation of AI, systems that can handle many kinds of data at once, from videos and text to satellite signals and industrial sensors. Unlike today&rsquo;s often narrow AI models, ELLIOT aims to create &ldquo;generalist&rdquo; AI that can adapt to real-world complexity, and do so transparently and responsibly.<br /><br /><strong>ETH Z&uuml;rich &ndash; knowledge at the cutting edge</strong><br /><br /><strong><a href="https://ethz.ch/en/news-and-events/eth-news/news/2025/07/a-language-model-built-for-the-public-good.html" target="_blank">ETH Z&uuml;rich</a>,</strong> one of Europe&rsquo;s most prestigious technical universities, plays a central role. With decades of pioneering work in computing and engineering, ETH helps shape ELLIOT&rsquo;s scientific backbone. But the university isn&rsquo;t only about algorithms &mdash; it also brings expertise in ethics, fairness, and regulation. This ensures that the models built aren&rsquo;t just powerful but also trustworthy, in line with European values of openness and accountability.<br /><br /><strong>CSC and the quiet power of Kajaani</strong><br /><br />Then there&rsquo;s <strong><a href="https://csc.fi/en/news/elliot-project-launched-csc-contributing-to-development-of-european-ai/" target="_blank">CSC &ndash; IT Center for Science in Finland</a></strong>, home to the <strong><a href="https://lumi-supercomputer.eu/about-lumi/" target="_blank">LUMI supercomputer</a></strong>. And here&rsquo;s where the story gets interesting: LUMI doesn&rsquo;t sit in Helsinki, Berlin, or Z&uuml;rich, but in <a href="https://visitkajaani.fi/en/" target="_blank"><strong>Kajaani</strong>,</a> a small Finnish town that many Europeans, and even many Finns, struggle to locate on a map. For decades Kajaani was known for its paper mills. Today, it&rsquo;s where some of the world&rsquo;s biggest AI models are being trained. This reminds us that innovations emerge also from the quiet, behind-the-scenes work, not just from what's in the public eye.&nbsp;&nbsp;<br /><br />CSC&nbsp;is Finland&rsquo;s non-profit, state- and university-owned IT expert organisation and a key part of the country&rsquo;s research infrastructure. It provides supercomputing (including hosting the LUMI), cloud services, research data management, and the <a href="https://research.csc.fi/service/funet-filesender-file-sharing-service/" target="_blank">Funet national research network</a>. CSC also develops digital solutions to support research, education, culture, and public administration. Would I be too poetic to formulate that&nbsp;the sharp thinking of CSC, powered by the ice-cold brains of LUMI, is ultimately directed toward serving the shared needs and aspirations of humanity?<br /><br /><strong>Why this matters for Europe</strong><br /><br />Fundamentally, this all is about autonomy and confidence. By building AI infrastructure openly in Europe, and ensuring results are transparent and widely shared, the projects help reduce dependency on proprietary systems developed elsewhere. That means European researchers, educators, and companies can innovate on their own terms.<br /><br />The benefits reach far beyond labs and supercomputers. Climate scientists will gain sharper models for understanding earth&rsquo;s systems. Journalists can (soon) use AI to help fact-check faster. Educators will have new tools to strengthen, e.g.,&nbsp;<strong><a href="https://www.coe.int/en/web/education/european-year-of-digital-citizenship-education-2025">digital citizenship education</a></strong>. Public services can become more efficient and responsive.<br /><br />Together, ETH Z&uuml;rich, CSC, Kajaani and their European partners are showing that AI doesn&rsquo;t have to be a black box controlled by a handful of companies. Instead, it can be a shared resource, built on openness, responsibility, and creativity.&nbsp;&#8203;<br></div>  <div class="paragraph"><span style="color:rgb(80, 64, 174)">&#8203;&nbsp;</span>&#10145;&#65039;&nbsp;<strong style="color:rgb(12, 82, 243)">Did you know? Kajaani &amp; LUMI</strong><ul><li><font color="#0c52f3"><strong>Kajaani</strong>, a small town located about 550 kilometers north of Helsinki,&nbsp;used to be earlier known for its paper mills. Today, it hosts&nbsp;LUMI, one of the world&rsquo;s fastest <strong>supercomputers</strong>.</font></li><li><font color="#0c54f8">LUMI is installed in a former paper factory being a nice symbol of Finland&rsquo;s transformation from heavy industry to high-tech innovation.</font></li><li><font color="#0c54f8">The name <strong>LUMI&nbsp;</strong>means&nbsp;<em>snow</em>&nbsp;in Finnish, which is quite appropriate, since Kajaani sees snow for nearly half the year, and the cool&nbsp;</font><font color="#135afe">climate is ideal for supercomputer servers.</font></li><li><font color="#0c52f3">Despite its size and power, LUMI is one of the&nbsp;world&rsquo;s most environmentally friendly supercomputers, running almost entirely on renewable hydroelectric energy.</font></li><li><font color="#0c52f3">Kajaani is also very well known in international <strong>game industry</strong> due to its recognised</font><strong style="color:rgb(12, 82, 243)">&nbsp;<a href="https://gamecitykajaani.fi/en/kamk/" target="_blank">studies of game development</a>&nbsp;</strong><font color="#0c52f3">in Kajaani University of Applied Sciences</font><font color="#0850f2">.&nbsp;If you haven&rsquo;t come across this, you have probably heard about Critical Ops (Critical Force), Stumble Guys (Kitka Games), Supercell, Housemarque, Remedy, and Ubisoft.</font></li></ul></div>  <div class="paragraph"><strong>And finally, slightly off the topic, but still staying in Kajaani&nbsp;&nbsp;<br /><br />&#8203;</strong><em>If your interests lie in AI only, you can very well skip the following!</em><br /><br />Kajaani is a town founded in 1651. It has risen from the ashes numerous times throughout its history, both&nbsp;<a href="https://kajaani.fi/kulttuuri-ja-liikunta/kainuun-museo/perusnayttely/kajaanin-pommitukset/" target="_blank">literally&nbsp;</a>and figuratively. Or rather, the people of Kajaani have pulled themselves out of the swamp by their hair, like Baron von M&uuml;nchhausen.&nbsp;<br /><br />&#8203;Kajaani's strange fate has always been to drop off the official radar in Finland.&nbsp;For instance, YLE, Finland's national media company, produced a ten-part series filmed from a helicopter using 4K technology, which presented&nbsp;<a href="https://areena.yle.fi/1-3859526" target="_blank">"the whole of Finland"</a>&nbsp;as a tribute to Finland's 100-year-old independence in 2017. The material was filmed for<a href="https://yle.fi/aihe/a/20-183734" target="_blank">&nbsp;four (!) years</a>. However, Kajaani and its entire administrative region Kainuu (<span style="color:rgb(71, 71, 71)"><a href="https://fi.wikipedia.org/wiki/Kainuun_maakunta" target="_blank">22 688 km&sup2; in 2021</a>)&nbsp;</span>were forgotten from the film.&nbsp;When the people of Kajaani, true to their typical style, politely and without making a fuss, wondered about this, YLE answered that unfortunately,&nbsp;<a href="https://yle.fi/aihe/a/20-185950" target="_blank">there was not enough money and time for everything.</a>&nbsp;The weather was also pretty bad.&nbsp;<br /><br />And now, I can hear a Swedish gent in the back row asking whether it was a matter of national security to skip Kajaani from the film? Thanks for asking, but no, it was not a security-related decision, as the entire country is practically a security-critical area, as you should very well know. It is more a case of neglecting remote areas, with viral attention particularly focused on growing cities. The majority of the region consists of forests and sparsely populated wilderness, and throughout its history, the region has struggled under the weight of profound poverty.<br /><br />Many other regions in Europe face the same challenge. Yet it is precisely these "easy to forget" regions, from which no one expects anything, that can surprise us with innovations that are squeezed out of the pressure of being remote, like diamonds.&nbsp;<br /><br />So, there's certainly something about Kajaani. But I'm a bit biased source here, obviously.&nbsp;Kajaani is my hometown, and the story of my family is deeply intertwined with its struggles, hardships, and enduring spirit of resilience.&nbsp;<br /><br />&#8203;The ever-changing Kajaani is a quiet gem, revealed only to those who truly know how to see.<br /><br /></div>  <div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0;margin-right:0;text-align:center"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/published/kajaani-3.jpg?1755364012" alt="Picture" style="width:929;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph"><a href="https://lumi-supercomputer.eu/media/#fancybox-custom-gallery-16" target="_blank"><font color="#2a2a2a">Image: LUMI data center at Renforsin Ranta business park in Kajaani, Finland by Mikael Kanerva, CSC.&nbsp;</font>&nbsp;</a><a href="https://lumi-supercomputer.eu/media/#fancybox-custom-gallery-16" target="_blank">Copyright CSC. LUMI photos for media.</a><a href="https://lumi-supercomputer.eu/media/#fancybox-custom-gallery-11" target="_blank">&nbsp;</a>&#8203;<font color="#2a2a2a"><a href="https://lumi-supercomputer.eu/media/#fancybox-custom-gallery-16" target="_blank">&nbsp;</a></font></div>  <div class="paragraph">Tiivistelm&auml; suomeksi:<br /><br /><font size="4"><strong>Luotettavaa teko&auml;ly&auml; Euroopan tulevaisuudelle: ELLIOT, ETH Z&uuml;rich, CSC - ja Kajaani!</strong></font><br /><br /><a href="https://apigateway.agilitypr.com/distributions/history/52135e0b-9025-48a8-9120-2490054de249" target="_blank">ELLIOT </a>on EU:n Horizon Europe -ohjelman lippulaivahanke, jossa 30 organisaatiota 12 maasta kehitt&auml;&auml; uuden sukupolven avoimia, monimuotoisia teko&auml;lymalleja. Tavoitteena on rakentaa l&auml;pin&auml;kyv&auml;&auml; ja vastuullista teko&auml;ly&auml;, joka pystyy k&auml;sittelem&auml;&auml;n monenlaista dataa ja toimimaan luotettavasti tosiel&auml;m&auml;n monimutkaisissa ymp&auml;rist&ouml;iss&auml;.<br /><br /><a href="https://ethz.ch/en/news-and-events/eth-news/news/2025/07/a-language-model-built-for-the-public-good.html" target="_blank">ETH Z&uuml;rich</a> tuo hankkeeseen huipputason tutkimusosaamista ja eettist&auml; n&auml;k&ouml;kulmaa, kun taas <a href="https://csc.fi/uutinen/elliot-hanke-kaynnistyi-csc-rakentamassa-eurooppalaista-tekoalyosaamista/" target="_blank">CSC - IT Center for Science </a>vastaa superlaskennasta, muun muassa<a href="https://lumi-supercomputer.eu/about-lumi/" target="_blank"> LUMI-supertietokoneen </a>avulla. LUMI sijaitsee Kainuussa, Kajaanissa, kaupungissa, joka on ehk&auml; usein j&auml;&auml;nyt valtakunnallisen huomion ulkopuolelle, mutta joka on nostanut itsens&auml; hiuksista yl&ouml;s kerta toisensa j&auml;lkeen historiansa aikana. Paperitehtaan tiloihin asennettu LUMI on yksi maailman nopeimmista ja ymp&auml;rist&ouml;yst&auml;v&auml;llisimmist&auml; supertietokoneista, ja symboloi osaltaan Kajaanin kehittymist&auml; mets&auml;teollisuudesta kohti huipputeknologiaa.<br /><br />Yhteisty&ouml;n merkitys ulottuu laajalle: ilmastotutkijat saavat tarkempia mallinnuksia, toimittajat (pian) uusia v&auml;lineit&auml; faktantarkistukseen, opettajat resursseja oppimisen kehitt&auml;miseen ja julkiset palvelut parempia ty&ouml;kaluja toimintaansa. T&auml;rkeint&auml; on riippumattomuus niist&auml; monikansallisista, kaupallisista yhti&ouml;ist&auml;, joiden algoritmit kytkeytyv&auml;t tavalla toisella arvoitukseksi j&auml;&auml;v&auml;&auml;n ansaintalogiikkaan ja arvomaailmaan.&nbsp;<br /><br />Kajaani on vuolaiden vesien ymp&auml;r&ouml;im&auml; kaupunki, mutta veri virtaa vett&auml;kin sakeampana; olen syntynyt Kajaanissa ja n&auml;in ollen olen sen menneisyyden muokkaama itsekin. Vaikka yrit&auml;n tarkastella kaupunkia et&auml;&auml;lt&auml;, huomaan olevani aina v&auml;h&auml;n puolueellinen,&nbsp;<span>Kajaanin puolella.&nbsp;</span><br /><br />#EdTechTrends #AI #Supercomputer #EuropeanCollaboration #AIforGood #TransformingRegions<br /><br /></div>]]></content:encoded></item><item><title><![CDATA[The Unmet Promise: When MOOCs Confront the Realities of the Global Learning Crisis]]></title><link><![CDATA[https://www.fingeronthepulse.blog/blog/the-unmet-promise-when-moocs-confront-the-realities-of-the-global-learning-crisis]]></link><comments><![CDATA[https://www.fingeronthepulse.blog/blog/the-unmet-promise-when-moocs-confront-the-realities-of-the-global-learning-crisis#comments]]></comments><pubDate>Sat, 12 Jul 2025 05:32:14 GMT</pubDate><category><![CDATA[Global Campus]]></category><guid isPermaLink="false">https://www.fingeronthepulse.blog/blog/the-unmet-promise-when-moocs-confront-the-realities-of-the-global-learning-crisis</guid><description><![CDATA[       Photo by&nbsp;Ketut Subiyanto, Pexels (CC 0)&nbsp;&nbsp;  Text: Essi Ryymin&nbsp;&#8203;&#8203;MOOCs, or Massive Open Online Courses, burst onto the education scene with huge fanfare, promising to revolutionise learning by offering free, top-notch content from prestigious universities to anyone, anywhere in the world. Yet, despite all that exciting potential, it's become clear that MOOCs aren't quite living up to the ideal of truly open-access learning.As James Yoonil Auh points out in Un [...] ]]></description><content:encoded><![CDATA[<div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0;margin-right:0;text-align:center"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/pexels-ketut-subiyanto-4126712_orig.jpg" alt="Picture" style="width:auto;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph">Photo by&nbsp;<span style="color:unset">Ketut Subiyanto, <a href="https://www.pexels.com/photo/crop-woman-typing-on-laptop-keyboard-in-cafe-4126712/" target="_blank">Pexels (CC 0)&nbsp;</a>&nbsp;</span></div>  <div class="paragraph">Text: Essi Ryymin&nbsp;<br /><br />&#8203;&#8203;MOOCs, or Massive Open Online Courses, burst onto the education scene with huge fanfare, promising to revolutionise learning by offering free, top-notch content from prestigious universities to anyone, anywhere in the world. Yet, despite all that exciting potential, it's become clear that MOOCs aren't quite living up to the ideal of truly open-access learning.<br /><br />As<strong> James Yoonil Auh</strong> points out in<a href="https://www.universityworldnews.com/post.php?story=20250708173538485" target="_blank"> University World News</a>,&nbsp;MOOCs simply aren't the same as genuine open-access learning. He explains that they've become "platformised, proprietary, and often more aligned with profit than pedagogy". What started as a promising open concept quickly transformed into a commercial ecosystem.&nbsp;Those who had hoped that MOOCs would solve challenges related to&nbsp;<a href="https://blogs.worldbank.org/en/education/what-driving-learning-crisis-clues-initial-rollout-global-education-policy-dashboard" target="_blank">the global learning crisis </a>were expecting more. Although there are many successful examples of MOOCs reaching large numbers of people, the concept has not yet been scaled up to provide an accessible, high-quality solution for those in need.<br /><br /><strong>"Show me the money"</strong><br /><br /><span>Courses that were once entirely free became "freemium," meaning you'd have to pay for things like certificates, and the platforms themselves began using algorithms to boost engagement for the sake of making money.&nbsp;</span>While it's great that so many offer free access to course materials,<a href="https://campustechnology.com/articles/2019/03/20/how-moocs-make-money.aspx  https://files.eric.ed.gov/fulltext/ED547237.pdf" target="_blank"> there's often a hidden hurdle (PDF): </a>if you want a certificate to prove you actually completed the course, you'll likely have to pay up. These fees can range, e.g., from 50&euro; to a hefty 300&euro; per course.&nbsp;<br /><br />This creates a problem, essentially setting up a two-tiered system. For students who simply can't afford these certificate costs &ndash; and these credentials are often crucial for getting a job or continuing education &ndash; the "openness" of MOOCs feels quite limited. It means that while the knowledge might be free, the recognised validation is anything but.<br /><br /><strong>The lingual, cultural and pedagogical barriers</strong><br /><br />The significant hurdle is the language. For example <a href="https://reflect.ucl.ac.uk/moocs-and-language-barrier/2020/10/26/are-moocs-not-as-open-as-we-think/" target="_blank">80% of courses </a><span style="color:rgb(46, 34, 86)"><a href="https://reflect.ucl.ac.uk/moocs-and-language-barrier/2020/10/26/are-moocs-not-as-open-as-we-think/" target="_blank">advertised on the Coursera</a> website were in English in 2019-2020.</span>&nbsp;This immediately shuts out a m<a href="https://www.insidehighered.com/digital-learning/views/2019/01/09/moocs-overwhelming-dependence-english-limits-their-impact-opinion" target="_blank">assive number of potential students&nbsp;</a>around the globe who don't speak English. But it's not just about language. A lot of the course content simply doesn't resonate culturally or feel relevant in many parts of the world.&nbsp;<br /><br />It's a striking fact that MOOCs are mostly offered by the big-name universities in the Global North. You'll find a lot of academic research and critical discussions pointing out how Western-centric these MOOCs can be, often<a href="https://link.springer.com/article/10.1007/s10639-022-11461-2" target="_blank"> falling short on global inclusiveness.</a> These critiques frequently zero in on issues with the course content itself, the pedagogical methodology used, the languages offered, and general accessibility. The worry is that instead of democratising education, MOOCs might actually be <a href="https://www.mdpi.com/2227-7102/13/8/772" target="_blank">reinforcing existing inequalities</a>.<br /><br />One study, published in <a href="https://openpraxis.org/articles/10.55982/openpraxis.16.3.606" target="_blank">Open Praxis</a>, looked at 2.3 million learners taking 174 MITx courses. The authors found that MOOCs continue to attract a large volume of students who are already highly educated.&nbsp;This raises the question are MOOCs benefiting the people who least need open-access education the most?<br /><br />&#8203;One of the persistent question of MOOCs is their low completion rates, sometimes dipping even below 10%. In further, MOOCs are frequently called out for their "one-size-fits-all" pedagogy. The low engagement and the struggle many people have with finishing the courses indicate that MOOCs aren't quite hitting the mark when it comes to pedagogical design or<a href="https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2022.1055108/full" target="_blank">&nbsp;captivating communication</a>.&nbsp;<br /><br /><strong>New openness in digital education</strong><br /><br />James Yoonil Auh&nbsp;encourages to rethink digital education within the context of the global learning crisis. He envisions open-access learning as a relational and co-created space, where learning is viewed as a public good rather than merely another product. This entails a shift from passively consuming information to actively building relevant new knowledge.<br /><br />True openness in digital education in the global context requires:<ul><li>Investing in open, public digital infrastructure that supports diverse languages and low-bandwidth access for under-connected regions,</li><li>empowering local educators to create culturally relevant content using inclusive teaching methods,</li><li>prioritising learner-led initiatives like peer networks and collaborative curriculum design, and</li><li>embedding ethical frameworks in educational technology that emphasise equity, diversity and collective well-being over metrics and profit.<br /><br /></li></ul><strong>The next hot question</strong><br /><br />However, the big question now is this: Is artificial intelligence finally delivering on the promise that MOOCs couldn&rsquo;t - truly democratising global learning?<br /><br /><font size="2"><font color="#222222">Note:&nbsp;</font>Generative AI (DeepL, and Grammarly) was used to assist with the language proofreading and grammatical refinement of this post. However, as the text has not been checked by a native English speaker, it contains some oddities.</font><br /><br />Tiivistelm&auml; suomeksi:&nbsp;<br /><br /><strong><font size="3">Lunastamaton lupaus - MOOCit ja globaali oppimisen kriisi</font></strong><br /><br />MOOCeja, eli massiivisia avoimia verkkokursseja, hehkutettiin aikoinaan huippuyliopistojen avoimesti tarjoamina globaaleina oppimisen foorumeina. Ilmaiset kurssit muuttuivat kuitenkin niin sanotuiksi "freemium-malleiksi", joissa todistuksista joutuu maksamaan. Tieto on siis avointa, mutta sen virallisella tunnustamisella on hintalappu. T&auml;m&auml; ei ole ehk&auml; ongelma sinulle ja minulle, mutta alemman tulotason maiden opiskelijoille se on todellinen haaste,<br /><br />Lis&auml;ksi noin 80% MOOCeista on englanninkielisi&auml;, mik&auml; tietysti tekee niist&auml; saavuttamattomia monille. Kriittiset tutkijat r&auml;ntt&auml;&auml;v&auml;t lis&auml;ksi, ett&auml; monien kurssien sis&auml;lt&ouml; on kiusallisen l&auml;nsikeskeist&auml; ja pedagoginen suunnittelu jokseenkin laiskaa. MOOCien suoritusprosentit ovatkin alhaiset kaikesta potentiaalista huolimatta. (Jos kiinnostelee, vilkaise linkit englanninkielisest&auml; tekstist&auml;.)&nbsp;<br /><br /><strong><a href="https://www.universityworldnews.com/post.php?story=20250708173538485" target="_blank">James Yoonil Auh</a></strong> ehdottaa, ett&auml; avointa digitaalista opetusta pit&auml;isi pohtia rohkeasti uudelleen, etenkin, jos ja kun siit&auml; etsit&auml;&auml;n ratkaisuja globaaliin oppimiskriisiin. Moni muukin devaaja per&auml;&auml;nkuuluttaa julkisia, monikielisi&auml; digitaalisia infrastruktuureja, joita olisi mahdollista mukauttaa huomattavasi joustavammin kehittyville alueille. Ylikansallisen jakelun sijaan paikalliset kouluttajat tulisi kutsua mukaan rakentamaan sis&auml;lt&ouml;&auml; ja vahvistamaan vertaistukiverkostoja uuden tiedon k&auml;yt&auml;nt&ouml;&ouml;n soveltamiseksi. Ja viel&auml; v&auml;h&auml;n nieleskelt&auml;v&auml;&auml;: oikeus oppimiseen tulisi ilman muuta laittaa aina rahanteon edelle.&nbsp;<br /><br />Kuinka ollakaan, meill&auml; on nyt kuitenkin k&auml;siss&auml;mme uusi ja j&auml;nnitt&auml;v&auml; kysymys: voisiko teko&auml;ly tehd&auml; sen, mihin MOOCit eiv&auml;t pystyneet &ndash; eli tuoda oppimisen globaalisti kaikkien saataville?<br /><br /><font size="2">Ps.&nbsp;K&auml;ytin t&auml;m&auml;n postauksen englannin kielen tarkistamiseen generatiivista teko&auml;ly&auml; (DeepL ja Grammarly). Koska natiivi englannin osaaja ei kuitenkaan ole oikolueknut teksti&auml;, se sis&auml;lt&auml;&auml; kummallisuuksia. Saattaapa niit&auml; sis&auml;lt&auml;&auml; suomenkielinen tiivistelm&auml;kin, mutta otan h&auml;rm&auml;n suhteen v&auml;h&auml;n enemm&auml;n vapauksia.&nbsp;</font><br /><br />#GlobalCampus #MOOCs #GlobalLearningCrisis #DemocratisingLearning #AI<br /><br /><br /><br /><br /></div>]]></content:encoded></item><item><title><![CDATA[Offline is the New Luxury]]></title><link><![CDATA[https://www.fingeronthepulse.blog/blog/offline-is-the-new-luxury]]></link><comments><![CDATA[https://www.fingeronthepulse.blog/blog/offline-is-the-new-luxury#comments]]></comments><pubDate>Mon, 30 Jun 2025 07:32:08 GMT</pubDate><category><![CDATA[Society Decoded]]></category><guid isPermaLink="false">https://www.fingeronthepulse.blog/blog/offline-is-the-new-luxury</guid><description><![CDATA[       Photo by&nbsp;Asad Photo Maldives on Pexels&nbsp;(CC 0)  Text: Essi Ryymin&#8203;While the Global South still struggles with a lack of Internet connections in some regions, life in the Global North has become&nbsp;weirdly wired.&nbsp;&#8203;In an always-on society,&nbsp;not only has our work life become hyperconnected, but our free time has also become so. The notifications and feeds steal our attention and daily agendas, even our relaxing moments on the couch. And we have quietly adopted [...] ]]></description><content:encoded><![CDATA[<div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0;margin-right:0;text-align:center"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/pexels-asadphoto-1450353_orig.jpg" alt="Picture" style="width:auto;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph">Photo by&nbsp;Asad Photo Maldives on <a href="https://www.pexels.com/photo/parked-boat-1450353/" target="_blank">Pexels</a>&nbsp;(CC 0)</div>  <div class="paragraph">Text: Essi Ryymin<br /><br />&#8203;While the Global South still struggles with a lack of Internet connections in some regions, life in the Global North has become&nbsp;weirdly wired.&nbsp;<br /><span>&#8203;In an always-on society,&nbsp;</span>not only has our work life become hyperconnected, but our free time has also become so. The notifications and feeds steal our attention and daily agendas, even our relaxing moments on the couch. And we have quietly adopted a new norm of behavior: we are aware, available, and reacting swiftly as reliable and competent employees, colleagues, friends, and citizens.&nbsp;&nbsp;<br /><br />And even deeper we dive. <a href="https://www.demandsage.com/social-media-addiction-statistics/" target="_blank">Many of us</a> feel the strange pressure to constantly perform for invisible audiences in social spaces and demonstrate our personal value to algorithms. And what would happen if we get tired of our digital taskmasters and start slowing down on? Our very own brains will start resisting the idea due to their need for <a href="https://med.stanford.edu/news/insights/2021/10/addictive-potential-of-social-media-explained.html" target="_blank">daily dopamine spikes</a> and social validation. The brains wish to engage again in tickling&nbsp; emotional responses and alluring cognitive biases, all of which are the media platforms clever, deliberate <a href="https://qualia-academy.co.uk/psychology-of-social-media-engagement/" target="_blank">psychological tactics</a> designed to maximise our everlasting scrolling.&nbsp;At this stage, we definitely need a digital detox to help calm down our nervous systems.<br /><br /><strong>Are you still free to choose not to connect?</strong><br /><br />What is scarce often becomes a status symbol in society. Therefore, the possibility to disconnect, to choose not to be digitally present, signifies a form of wealth. Not necessarily monetary, but in terms of freedom and autonomy to decide not to disconnect.&nbsp;This isn't about shunning technology entirely but rather reclaiming the precious resources of time, energy, and genuine human connection.<br /><br />International trend reports from 2025 indicate that for many, especially the affluent, the ability to unplug signifies a privileged position. It's a statement that you are in control of your attention, not its victim. You don't hand over your unique life to employers, advertisers, the media and their clickbait, "nice-to-knows"...you name it.&nbsp;<br /><br />The following are some examples of this:<br /><br /><strong>1. The rise of digital detox retreats&nbsp;</strong><br /><a href="https://stories.hilton.com/2025trends" target="_blank">Luxury resorts</a> and wellness centres are increasingly offering "phone-free zones" and "device-free stays". Travelers are paying significant sums to have their phones locked away by a "detox concierge", swapping screen time for activities such as hiking, yoga and meaningful conversation.&nbsp;The same new wave has brought us <a href="https://www.wgsn.com/en/wgsn/press/press-releases/asia-gen-z-priorities-25/26" target="_blank">"slow luxury"</a>, which is all about authentic experiences and leisurely cultural pursuits that allow participation in real life, and savour the moment.&nbsp;The ability to simply be in the moment, without the pressure to document or perform,&nbsp;is...hmm... harder to fake? However, it seems that hyper-connected daily life requires <a href="https://www.forbes.com/sites/angelinavillaclarke/2024/12/17/travel-trends-report-2025-hyper-personalisation/" target="_blank">hyper-personalised travels.&nbsp;</a><br /><br /><strong>2. Disconnecting as a new language of well-being</strong><br />Columnist Dara Bernardo in Luxonomy writes about the privilege to disconnect <a href="https://luxonomy.net/the-new-illiteracy-of-luxury-not-knowing-how-to-disconnect/" target="_blank">as a revolutionary act.</a>&nbsp;She claims that turning off your phone is an act of rebellion and cultural defiance. However, this is only possible for those who can do so without feeling guilty or anxious. These people possess a level of freedom that most can only dream of. "It's not about checking emails on a private jet; it's about having no one expecting you to. It's not working from a tropical island, it's simply not working." Those, who don't know how how to disconnect, may suffer from "<a href="https://luxonomy.net/the-new-illiteracy-of-luxury-not-knowing-how-to-disconnect/" target="_blank">the new illiteracy of luxury".</a>&nbsp;<br /><br /><strong>3.&nbsp;Emphasising personal service over automated support</strong><br />In an era of chatbots and automated FAQs, receiving <a href="https://www.futureagenda.org/foresights/human-touch/" target="_blank">personalised service from a real person</a> is becoming <a href="https://simplycontact.com/customer-support-in-luxury-sector/" target="_blank">a hallmark of luxury</a>.&nbsp;Being able to connect directly with a human person who remembers your preferences, understands nuances, and provides bespoke solutions signals a level of care and exclusivity that automated online support don't replicate yet. This "human touch" fosters trust and loyalty in a way that algorithms can't. (Interestingly, this trend reminds me of the dystopian movie <a href="https://en.wikipedia.org/wiki/Elysium_(film)" target="_blank">Elysium</a>, where Max Da Costa, played by Matt Damon, is consulted about his health only by a dumb robot. Human services are reserved exclusively for the wealthy on the Elysium space station.)<br /><br />Now, if you, like me, feel that you can't yet afford to escape to a disconnected paradise island, I have a tip for you: consider a Finnish version of a luxury digital detox resort! It goes like this: turn off your phone and turn on the sauna.&nbsp;<br /><br />Tiivistelm&auml; suomeksi:<br /><br /><strong><font size="4">Offline on uutta ylellisyytt&auml;</font></strong><br /><br />Koska olemme nykyisin aina verkossa, kyky olla keskeytyksett&auml; l&auml;sn&auml; hetkess&auml; ja ilman sosiaalisen median aiheuttamia paineita ja riippuvuuksia on niin harvinaista herkkua, ett&auml; siit&auml; on kehkeytynyt uusi luksustrendi "harvoille ja valituille". Jopa siin&auml; m&auml;&auml;rin, ett&auml; kyvytt&ouml;myytt&auml; irrottautua verkosta voidaan kutsua <a href="https://luxonomy.net/the-new-illiteracy-of-luxury-not-knowing-how-to-disconnect/" target="_blank">luksuksen lukutaidottomuudeksi</a>.<br /><br />Trendi n&auml;ytt&auml;ytyy esimerkiksi <a href="https://www.forbes.com/sites/angelinavillaclarke/2024/12/17/travel-trends-report-2025-hyper-personalisation/" target="_blank">henkil&ouml;kohtaisesti r&auml;&auml;t&auml;l&ouml;ityin&auml; matkoina </a>harvinaisiin kohteisiin, joihin sis&auml;ltyy digipaasto, mahdollisuus olla saavuttamattomissa. Aikaa ja energiaa ei tuhlata kokemuksen dokumentointiin ja jakamiseen, vaan autenttisiin el&auml;myksiin ja rauhoittumiseen. T&auml;m&auml;n trendiaallon mukana matkustaa my&ouml;s<a href="https://www.wgsn.com/en/wgsn/press/press-releases/asia-gen-z-priorities-25/26" target="_blank"> hidas el&auml;m&auml;ntapa,</a> hidas muoti, hidas ruokailu ja kaiken kaikkiaan mahdollisuus tehd&auml; ratkaisuja, joita verkkoon sidottujen, kiireen raskauttamien ihmisten on vaikeaa j&auml;ljitell&auml;.<br /><br />My&ouml;s riippumattomuus sosiaalisista verkostoista kuuluu asiaan. Ollaan sellaisen henkil&ouml;kohtaisen statuksen &auml;&auml;rell&auml;, ettei omaa arvoa tarvitse en&auml;&auml; validoida kenen tahansa sosiaalisissa sf&auml;&auml;reiss&auml;. My&ouml;s <a href="https://www.futureagenda.org/foresights/human-touch/" target="_blank">henkil&ouml;kohtainen palvelu</a>, ei algoritmien modaama, vaan ihmisten keskin&auml;isess&auml; vuorovaikutuksessa muotoutuva, on uutta ylellisyytt&auml;. Se, ett&auml; joku ihminen muistaa sinut kaikkine inhimillisine toiveinesi, on arvokkaampaa kuin teko&auml;lyn personointi.<br /><br />T&auml;t&auml; kaikkea ehk&auml; kontemploidessa (vastahan opimme, ett&auml; on trendik&auml;st&auml; olla kiireinen) voi j&auml;rjest&auml;&auml; itselleen suomalaisen version ylellisest&auml; digidetox-lomasta: puhelin pois p&auml;&auml;lt&auml; ja sauna p&auml;&auml;lle.<br /><br />#SocietyDecoded #Trending2025 #DigitalDetox #SlowLife&nbsp;<br /><br /><strong><font size="5">&#8203;</font></strong><br /><br /><br /><br />.</div>]]></content:encoded></item><item><title><![CDATA[Does money really run society? Nancy Fraser's critical analysis reminds us of the stories we don't tell]]></title><link><![CDATA[https://www.fingeronthepulse.blog/blog/nancy-frasers]]></link><comments><![CDATA[https://www.fingeronthepulse.blog/blog/nancy-frasers#comments]]></comments><pubDate>Sat, 14 Jun 2025 21:00:00 GMT</pubDate><category><![CDATA[Book Club]]></category><guid isPermaLink="false">https://www.fingeronthepulse.blog/blog/nancy-frasers</guid><description><![CDATA[       Photo by Christine Roy on Unsplash (CC 0)  Text: Essi Ryymin&#8203;*Please scroll down for the Finnish summary*Introduction: Why did I pick this book?I happened to be listening to a curated program that explored how Finland, which was one of Europe's poorest countries after the wars, became one of the wealthiest nations in the world. One historian credited this development to "industrial magnates" who used their funds and resources to rebuild Finland's economy after the wars. These magnat [...] ]]></description><content:encoded><![CDATA[<div><div class="wsite-image wsite-image-border-none " style="padding-top:10px;padding-bottom:10px;margin-left:0;margin-right:0;text-align:center"> <a> <img src="https://www.fingeronthepulse.blog/uploads/8/5/3/5/85358374/pexels-goumbik-296301_orig.jpg" alt="Picture" style="width:auto;max-width:100%" /> </a> <div style="display:block;font-size:90%"></div> </div></div>  <div class="paragraph">Photo by <a href="https://unsplash.com/@agent_illustrateur?utm_content=creditCopyText&amp;utm_medium=referral&amp;utm_source=unsplash" target="_blank">Christine Roy</a> on <a href="https://unsplash.com/photos/us-dollar-banknote-with-map-ir5MHI6rPg0?utm_content=creditCopyText&amp;utm_medium=referral&amp;utm_source=unsplash" target="_blank">Unsplash</a> (CC 0)<br></div>  <div class="paragraph">Text: Essi Ryymin<br />&#8203;<br />*Please scroll down for the Finnish summary*<br /><strong><br />Introduction: Why did I pick this book?</strong><br /><br /><span>I happened to be listening to a curated program that explored how Finland, which was one of Europe's poorest countries after the wars, became one of the wealthiest nations in the world. One historian credited this development to "industrial magnates" who used their funds and resources to rebuild Finland's economy after the wars. These magnates invested in renovating industrial facilities, purposefully invested in national assets and new industries, established trade relations abroad, brought foreign currency to Finland, and created jobs. This cannot be denied, and that domestic investment, in particular, sounds nostalgic.<br />&nbsp;</span><br /><span>But. Let's consider that wondrous moment when an industrial magnate is born, red-faced and vigorously wailing, into this world, seemingly at the Women's Clinic (<a href="https://www.hus.fi/ajankohtaista/naistenklinikka-tayttaa-90-vuotta" target="_blank">Naistenklinikka</a>), into the arms of a trained midwife. Let's fast-forward the image a bit; our little magnate now moves swiftly from lap to lap, from one form of care to another. In addition to his parents, we see the nurse and doctor from the Child Health Clinic (<a href="https://finland.fi/life-society/for-more-than-100-years-finnish-neuvola-clinics-have-given-families-a-healthy-start/" target="_blank">neuvola</a>), and now, they're already getting him a tuberculosis vaccination!<br /><br />And now he is toddling vigorously to kindergarten, where <a href="https://lastentarhamuseo.fi/en/history/hanna-and-elisabeth/" target="_blank">a well-educated teacher</a> favorably shapes our magnate's brain through play, social skills, and <a href="https://early-education.org.uk/friedrich-froebel/" target="_blank">Fr&ouml;bel blocks</a>. And before long, our little hero is welcomed to <a href="https://demoshelsinki.fi/finnish-education-humble-governance/" target="_blank">school</a>, and then he moves on to the next level, learning everything imaginable and a little more, and to his astonishment, he makes friends from the other side of a bridge, a working-class quarter.<br /><br />Next, we cut to a scene where the industrial magnate gazes contentedly at their <a href="https://www.sak.fi/en/about-sak/this-is-sak/history/" target="_blank">diligent workers</a> in his factory. A hand reaches for a cigar in his pocket, but not yet. Later, after a well-deserved evening cognac. And didn't our leader arrive at the scene via a proper, <a href="https://demoshelsinki.fi/infrastructure-for-transformation/" target="_blank">paved road</a>! A road that gets repaired immediately when frost takes its toll.</span><br /><br />Well, times were different then, and the liberalisation of financial markets and mullets were still an unbelievable future. This faltering line of thought, however, provides the background for why Nancy Fraser felt relevant again. <em>What do we talk about when we talk about success?</em><br /><br /><span><strong>Summary of the book</strong></span><br /><br />Nancy Fraser&rsquo;s <a href="https://www.versobooks.com/products/2685-cannibal-capitalism?srsltid=AfmBOoqWv2XW9wcCcE2iy2DaTpzdb8XVlxovkPs29t3s8nfXqglJ-xiW" target="_blank">Cannibal Capitalism: How Our System Is Devouring Democracy, Care, and the Planet &mdash; and What We Can Do About It (2022)</a> provides a critical analysis of some irresponsible forms of contemporary capitalism. Fraser employs a feminist perspective to discuss social reproduction theories, highlighting how the daily and generational processes required to support humans are closely intertwined with the capitalist system.&nbsp;However, these processes are often undervalued and, in some cases, exploited by capitalism. Fraser argues that this system is "cannibalistic", as it exploits and consumes the very foundations necessary for its own survival. Capitalism undermines essential elements of society, including the environment, democracy, social care, and public goods, all in its relentless pursuit of profit and growth.<br /><br /><strong>Capitalism as a &ldquo;cannibalistic&rdquo; system that consumes its own foundations</strong><br /><br />So, the main point of the book is that capitalism doesn&rsquo;t just exploit workers in the economic realm but also extends its exploitation to areas traditionally considered outside the market, especially social reproduction. What is, then, social reproduction? All those biological, economic, cultural, and emotional activities that sustain human life and social systems that capitalism takes for granted. For example: parenting, child care, elder care, health care, social care, feeding, housing, cooking, cleaning, care giving, schooling, educating, supporting, nurturing of psychological well-being&hellip; These systems rely often on unpaid and underpaid work performed by women while undervaluing and exhausting this essential labor.<br /><br /><strong>Erosion of democratic institutions &mdash; and nature</strong><br /><br />Capitalism corrodes democratic institutions, concentrating power in the hands of corporations and the wealthy and weakening citizens&rsquo; ability to influence governance and policy. Capitalism drains natural resources and accelerates environmental devastation, contributing to climate change and ecological collapse. These crises are interconnected. They feed off each other, making things worse. For example, environmental destruction leads to social unrest, which then weakens democracy. This makes it easier for a few people to have more power. Fraser shows how capitalism connects with race, gender and colonialism. She demonstrates how marginalised groups, including women, people of colour and indigenous communities, are significantly impacted by the adverse effects of capitalism. Fraser suggests that to tackle the damaging effects of capitalism, people need to become aware of how it affects every area of our lives.<br /><br /><strong>We need to re-imagine the society we live in</strong><br /><br />Fraser criticises the limitations of reformist approaches to capitalism (in terms of gradual change through existing institutions). She believes that just making a few changes won&rsquo;t solve the fundamental problems with the system. Instead, she calls for a radical re-imagining of how society is organised, demanding changes that address the root causes of capitalism&rsquo;s problems.<br /><br /><em>&ldquo;</em>If you only look at capitalism as an economic system, you don&rsquo;t see how it drives climate change; how it drives a severe crisis of social reproduction, sometimes narrowly called a &ldquo;crisis of care&rdquo;; how it drives political crisis, the hollowing out of public power. You don&rsquo;t see how we get a huge crisis of racial justice. All these strands are elements of a single crisis of capitalism. If you don&rsquo;t see capitalism broadly, you&rsquo;ll think they are separate things and might try to address them separately in ways that won&rsquo;t work in the end.&rdquo; (<a href="https://www.thenation.com/article/society/qa-nancy-fraser/" target="_blank"><em>Nancy Fraser,</em> <em>2022</em></a>)<br /><br /><strong>My Take Aways?</strong><br /><br /><ul><li><strong>A critical examination of social systems</strong><br />I would like to learn to reflect on how economic systems, especially capitalism, depend on public services, the environment and democracy. For example, how do education, health and social services support labour and social stability? I would like to be able to analyse these interdependencies and look for cause and effect relationships behind surface-level phenomena.<br /><br /></li><li><strong>Envisioning a fairer and more sustainable society&nbsp;</strong><br />At some point, when faced with problems, we have to move towards creative solutions. How can we build an economic system that values care, the environment and democracy? What would a good society look and feel like in everyday life, politics, economics and relationships?<br /><br /></li></ul>Edit. 16 06 2025.&nbsp;&nbsp;I decided to write an introduction about what inspired me to grab this book. I also edited the structure and grammar. I'm not a native English speaker, but Grammarly helps, perhaps. I'm in the testing phase of the blog, so I don't yet know what kind of blog this will be or if it will be anything.&nbsp;<br /><br />*Tiivistelm&auml; suomeksi*<br /><br /><strong><font size="4">Py&ouml;ritt&auml;&auml;k&ouml; raha todella yhteiskuntaa? Nancy Fraserin kriittinen analyysi muistuttaa meit&auml; niist&auml; menestystarinoista, joista vaikenemme</font></strong><br /><br /><strong>Aluksi: Miksi tartuin t&auml;h&auml;n kirjaan?</strong><br /><br />Satuin kuuntelemaan er&auml;st&auml; toimitettua ohjelmaa, jossa pohdittiin, miten Suomesta, joka oli sotien j&auml;lkeen yksi Euroopan k&ouml;yhimmist&auml; valtioista, tuli yksi maailman vauraimmista maista. Muuan historioitsija kiitteli kehityskulusta &rdquo;teollisuuspatruunoita&rdquo;, jotka k&auml;yttiv&auml;t varojaan ja resurssejaan Suomen talouden j&auml;lleenrakentamiseen sotien j&auml;lkeen. Patruunat investoivat teollisuuslaitosten uudistamiseen, sijoittivat tavoitteellisesti kansalliseen omaisuuteen ja uusiin teollisuudenaloihin, loivat kauppasuhteita ulkomaille, toivat Suomeen valuuttaa ja loivat ty&ouml;paikkoja. T&auml;t&auml; ei voi kiist&auml;&auml;, ja etenkin tuo kotimaahan sijoittaminen tuntuu "eri kivalta", kuten Suomisen Ollista.<br /><br />Mutta. Katsotaanpa sit&auml; ihmeellist&auml; hetke&auml;, kun teollisuuspatruuna syntyy punakkana ja tarmokkaasti karjuen t&auml;h&auml;n maailmaan, n&auml;k&ouml;j&auml;&auml;n <a href="https://www.hus.fi/ajankohtaista/naistenklinikka-tayttaa-90-vuotta" target="_blank">Naistenklinikalla</a>, koulutetun k&auml;til&ouml;n k&auml;sivarsille. Nopeutetaan v&auml;h&auml;n kuvavirtaa eteenp&auml;in; pikkuinen patruunamme siirtyy nyt vinhaa vauhtia sylist&auml; syliin, hoivasta hoivaan. Vanhempien lis&auml;ksi n&auml;emme <a href="https://www.yleislaakarit.fi/522_pj" target="_blank">neuvolan</a> terveyssisaren ja l&auml;&auml;k&auml;rin, ja kas, nyt h&auml;n saakin jo tuberkuloosirokotuksen. Ja nyt jo taapertaa pontevana lastentarhaan, jossa <a href="https://lastentarhamuseo.fi/historiaa/hanna-ja-elisabeth/" target="_blank">koulutettu opettaja</a> muokkaa suotuisasti patruunamme aivoja leikin, sosiaalisten taitojen ja<a href="https://lastentarhamuseo.fi/historiaa/frobel/" target="_blank"> Fr&ouml;belin palikoiden</a> avulla.<br /><br />Eik&auml; aikaakaan, kun pieni sankarimme toivotetaan tervetulleeksi <a href="https://suomenkuvalehti.fi/mielipide/suomen-menestystarina-on-koulutuksen-menestystarina/" target="_blank">kouluun</a>, ja sitten h&auml;n jo siirtyykin seuraavalle luokalle, oppii kaikkea mahdollista ja v&auml;h&auml;n enemm&auml;nkin, ja saa h&auml;mm&auml;styksekseen kavereita toiselta puolen pitk&auml;&auml; siltaa. Seuraavaksi leikkaamme kuvaan, jossa teollisuuspatruuna katselee tehtaallaan tyytyv&auml;isen&auml; <a href="https://www.sak.fi/tietoa-saksta/tama-on-sak/historia/" target="_blank">ahkeria ty&ouml;ntekij&ouml;it&auml;&auml;n</a>. K&auml;si hamuaa sikaria taskusta, mutta ei viel&auml;. Sitten ansaitun iltakonjakin j&auml;lkeen. Ja eik&ouml; vain johtajamme saapunutkin tapahtumapaikalle ihan oikeaa, <a href="https://www.stadinraksat.fi/jalleenrakentaminen-aika-suomessa-sotien-jalkeen/" target="_blank">p&auml;&auml;llystetty&auml; tiet&auml;</a> pitkin! Tiet&auml;, jota heti korjataan, kun routa runtelee.<br /><br />No niin, aika oli tuolloin toinen. Finanssimarkkinoiden vapautuminen ja takajeejeet olivat viel&auml; uskomatonta tulevaisuutta. T&auml;m&auml; haparoiva ajatuskulku kuitenkin taustaksi siihen, miksi Nancy Fraser tuntui j&auml;lleen ajankohtaiselta. Mist&auml; kerromme, kun kerromme menestyksest&auml;?&nbsp;<br /><br /><strong>Tiivistelm&auml; kirjasta</strong><br /><br />Nancy Fraserin kirja&nbsp;<a href="https://vastapaino.fi/sivu/tuote/kannibaalikapitalismi/5084853" target="_blank"><em>Kannibaalikapitalismi &mdash; Miten p&auml;&auml;st&auml; eroon j&auml;rjestelm&auml;st&auml;, joka sy&ouml; demokratian, hyvinvoinnin ja maapallon&nbsp;</em>(2024)&nbsp;</a>analysoi kriittisesti ja kokonaisvaltaisesti kapitalismia kuvaten sit&auml; kannibalistiseksi j&auml;rjestelm&auml;ksi. T&auml;ll&auml; vertauskuvalla Fraser tarkoittaa, ett&auml; kapitalismi kuluttaa ja tuhoaa jatkuvan kasvun ja voitontavoittelun nimiss&auml; niit&auml; yhteiskunnan perusteita, joista se on my&ouml;s itse riippuvainen. N&auml;it&auml; kriittisi&auml; kohteita ovat erityisesti ymp&auml;rist&ouml;, demokratia, hoiva ja julkiset palvelut. Heikentyv&auml; demokratia ja haurastuva valtio, joka ei huolehdi j&auml;senist&auml;&auml;n, johtaa ep&auml;vakaaseen ja polarisoituvaan yhteiskuntaan. Yksil&ouml;n el&auml;m&auml;ss&auml; kannibaalikapitalismi voi n&auml;ytt&auml;yty&auml; muun muassa jatkuvana kilpailuna, voimavarojen ja resurssien v&auml;henemisen&auml;, kuormittumisena sek&auml; arvottomuuden ja turvattomuuden kokemuksina.<br /><br /><strong>Mit&auml; otan mukaan? &nbsp;</strong><br /><br /><ul><li><strong>Yhteiskunnallisten j&auml;rjestelmien kriittinen tarkastelu</strong><br />Haluaisin osata pohtia, miten talousj&auml;rjestelm&auml;t, erityisesti kapitalismi, ovat riippuvaisia julkisista palveluista, ymp&auml;rist&ouml;st&auml; ja demokratiasta. Miten esimerkiksi koulutus, terveydenhuolto ja sosiaalipalvelut edist&auml;v&auml;t yhteiskunnan vakautta? Mit&auml; ovat riippuvuussuhteet ja syy-seuraussuhteet&nbsp;hyvinvoivan demokratian takana?<br /><br /></li><li><strong>&#8203;Reilumman ja kest&auml;v&auml;mm&auml;n yhteiskunnan visiointi</strong><br />Ongelmien &auml;&auml;relt&auml;&nbsp;t&auml;ytyy jossakin vaiheessa siirty&auml; kohti luovia ratkaisuehdotuksia. Miten voisimme rakentaa talousj&auml;rjestelm&auml;n, joka arvostaa hoivaa, koulutusta, ymp&auml;rist&ouml;&auml; ja demokratiaa? Milt&auml; hyv&auml; yhteiskunta n&auml;ytt&auml;isi ja tuntuisi arjessa, politiikassa, taloudessa ja ihmissuhteissa?&nbsp;</li></ul><br />Edit. 16.6. 2025. P&auml;&auml;tin kirjoittaa n&auml;kyv&auml;ksi, mik&auml; innosti tarttumaan Fraserin kirjaan. Lis&auml;ksi muokkasin rakennetta ja kielioppia. En ole natiivi englanninkielinen, mutta Grammarly auttaa, ehk&auml;. Olen blogin testailuvaiheessa, joten en viel&auml; oikein tied&auml; mink&auml;lainen blogi t&auml;st&auml; tulee tai tuleeko mit&auml;&auml;n.&nbsp;<br /><br /><br /><span>#BookClub #BookReview #TakeAways</span><br /><br /></div>]]></content:encoded></item></channel></rss>