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News articleAI Now Institute

Human Capital

View original at ainowinstitute.org
AI Now Institute - Ai Policy Title: Human Capital Date: 2026-02-03 09:30 Source: https://ainowinstitute.org/publications/joan-kinyua-human-capital <div class="wp-block-buttons has-custom-font-size has-medium-font-size is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-51c3bbf5 wp-block-but…
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  • Naming and shaming Big Tech companies publicly is an effective accountability mechanism where legal remedies have failed

    80% confidence
  • AI is currently the biggest employer of young people in Kenya

    80% confidence
  • The Kenya Business Laws (Amendment) Act 2024 prevents Big Tech from being sued directly; only BPO firms can be sued

    80% confidence
  • Data labeling has powered AI for over a decade but workers are systematically made invisible in public discourse

    80% confidence
  • The exploitation of data workers in Kenya is intentionally designed, not accidental

    80% confidence
  • The 'future-of-work' framing ignores data labelers and focuses only on engineers and high-skilled workers, treating data labeling as entry-level or transition work rather than a real job

    80% confidence
  • Data workers face systemic exploitation including unpaid wages, no social protection, no recourse mechanisms, high psychological pressure from content exposure, and poverty-level pay

    80% confidence
  • Kenyan data workers are well-educated, English-speaking, and tech-savvy, making them cheap, quality labor for Big Tech in a high-unemployment environment

    80% confidence
  • Global laws generally protect Global North interests, leaving Global South workers without effective legal recourse against Big Tech

    80% confidence
  • Data workers should have transparency about who they work for, what technology they are building, and be included in decision-making processes

    80% confidence
  • Meta argued it cannot be sued in Kenya because it is not registered under Kenyan laws

    80% confidence
  • Kenya's president is prioritizing relationships with Big Tech leaders like Zuckerberg and Musk over protecting workers' rights

    80% confidence
  • International worker solidarity is growing in impact, with larger coalitions producing more accountability

    80% confidence
  • Data workers need basic rights including normal working hours, fair pay, medical coverage, no arbitrary account closures, and paid holidays

    80% confidence

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ESMO 2026 Oncology Catalyst Cluster: Ivonescimab's PDUFA Date and Small-Cap Biotech Delistings
ESMO 2026 (Oct 22-24) concentrates a wave of oncology readouts. Summit's ivonescimab (10 presentations, positive HARMONi-GI1 OS, new EA2251 Phase II/III with ECOG-ACRIN) leads, ahead of its FDA PDUFA date of 2026-11-14, and Daiichi Sankyo's DXd ADC platform (REJOICE-Ovarian, DESTINY-Lung04, TUXEDO-3) follows. At the other end of the capital-markets spectrum, micro-cap Spago Nanomedical is moving to delist from Nasdaq First North (board resolution Oct 22, EGM Nov 19, application Jan 2027). Pivotal data and regulatory milestones are rewarding well-funded late-stage players, while cash-constrained early-stage developers are exiting public markets.
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EPKINLY Regulatory-Clinical Success Cascade
High probability of expanded label indications, additional combination approvals, and competitive positioning strength in follicular lymphoma market. Predicts positive commercial uptake and potential accelerated review for related indications.
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Where sources disagree
Ford Motor Company
Both facts give cash for Ford Motor Company at the same point in time (2025-12-31; FY 2025 year-end and Q4 2025 year-end are the same date). Both are labelled USD, but the values are 23,356,000,000 and 23.356, which cannot both be true in USD. The two numbers agree once the second is read as billions (23.356 bn = 23,356,000,000), so the economic content is consistent and the conflict is a unit/scale error in the Q4 2025 record. The period is not the reason for the conflict: a Q4 and an FY figure at the same year-end date should match.
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