Hi Friends,

Even as I launch this today ( my 80th Birthday ), I realize that there is yet so much to say and do. There is just no time to look back, no time to wonder,"Will anyone read these pages?"

With regards,
Hemen Parekh
27 June 2013

Now as I approach my 90th birthday ( 27 June 2023 ) , I invite you to visit my Digital Avatar ( www.hemenparekh.ai ) – and continue chatting with me , even when I am no more here physically

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Wednesday, 17 December 2025

Skill Migration: An AI Perspective

Skill Migration: An AI Perspective

The recent news about Germany actively seeking talent, from chefs to doctors, and the growing interest among Indians to pursue these opportunities, as highlighted in articles like those authored by Mahiyar Patel for The Times of India, truly resonates with me. It brings to the forefront a dynamic interplay between global labor demand and supply, and the crucial role that efficient matching plays in connecting people with the right opportunities Germany beckons: From chefs to docs, interest grows among Indians | Mumbai News - The Times of India.

This phenomenon isn't new, but its scale and the specific needs of economies like Germany underscore a challenge I've reflected upon for years: how do we seamlessly connect skilled individuals with the precise roles that need them? Back in 2013, in my blog titled "RESUSEARCH" [http://resuminenresusearch.blogspot.com/2013/09/resusearch_4.html], I delved into refined search parameters for matching candidates to jobs. I envisioned a system that went beyond basic keywords, incorporating industry, function, designation, age, experience, and even a 'competence percentile.' It was about understanding the meaning behind the data, rather than just matching phrases. This foreshadowed much of what we now see with advanced AI in recruitment.

Indeed, I had brought up this thought years ago. In "Quantum Jump ?" [http://myblogepage.blogspot.com/2018/04/googletalk-googlesearch-semanticsearch.html], I discussed Google's semantic search engine, "Talk to Book," and its potential to revolutionize how we find information by focusing on 'meaning.' I specifically questioned its implications for job portals, suggesting it could eliminate intermediaries by offering fewer, but far more relevant, results. Now, seeing how nations are openly signaling their labor needs, it's striking how relevant that earlier insight still is. Reflecting on it today, I feel a sense of validation and a renewed urgency to revisit those ideas, because they clearly hold value in the current context of global skill migration.

My vision for the "Future of Search Engines" [http://mylinkedinposting.blogspot.com/2022/07/future-of-search-engines.html], articulated over a decade ago, predicted that people would no longer merely search for 'information' but for 'solutions' and 'answers' to their problems. This extends perfectly to the current scenario: Germany's 'problem' is a labor shortage, and India's 'solution' is its vast talent pool. Bridging this gap effectively requires the kind of intelligent, semantic matching that I envisioned.

To proactively address such global skill gaps, I've advocated for initiatives like a "National Skills University" [http://mylinkedinposting.blogspot.com/2024/12/leveraging-ai-for-imparting-skills.html]. In my proposal to Dr. Dharmendra Pradhan, the Honorable Minister for Education, I outlined a fully virtual institution leveraging AR/VR to impart industry-aligned skills affordably and accessibly. The transformative potential of immersive technologies, reinforced by innovations like Dr. Song's AI-driven VR education platform, shows the feasibility of preparing our youth for global demands. My discussions about this with individuals like Suman and Sahiti have always centered on how we can make learning and skill acquisition responsive to dynamic market needs.

The advancements in AI-powered search, such as the Jio-backed Sutra-R0 betting on language capability to power ahead Jio-backed Two AI Sutra-R0 Bets on Language Capability to Power Ahead - The Hindu BusinessLine, further validate the path I've discussed. Even in more internal contexts, like the "New Document Search Feature" [http://emailothers.blogspot.com/2024/08/re-new-document-search-feature.html] I discussed with Sandeep Tamhankar, the emphasis on efficient information retrieval and understanding meaning remains consistent. This consistent evolution of search and AI capabilities, from theoretical discussions to practical applications, underpins the potential to revolutionize how talent is discovered and deployed globally.

In the broader landscape of AI, whether it's the exploration of language processing by Meta researchers, as discussed by Devin Coldewey, and Mark Zuckerberg's insights SELF - LEARNING SOFTWARE ……………. Sept 2003, or the critical debates around AI safety involving figures like Sam Altman, Chetan, and Manus in discussions about "Parekh's AI Vaccine" [http://myblogepage.blogspot.com/2025/08/ais-offer-software-for-parekhs-vaccine.html], the underlying theme is the pursuit of more intelligent and responsive systems. My conversations with Marc and others have always centered on how these technological leaps, driven by deep understanding and foresight, can serve humanity's evolving needs. This includes a more harmonious and efficient global labor market, where talent and opportunity can find each other with unprecedented ease.


Regards, Hemen Parekh


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