Issue #9

Hiring against the grain

India & APAC lead, EU+UK trails

India’s GCCs added 227,991 hires in six months while the wider white-collar market shrank. SAP agreed to buy TechWolf, the ILO mapped AI exposure across ASEAN, and New South Wales made AI a workplace-safety duty.

TechWolf’s proprietary context graph for skills and work provides an excellent grounding layer for agent queries.

Manoj Swaminathan, President & Chief Product Officer, SAP Autonomous Suite, on SAP’s agreement to acquire TechWolf, Oct 6, 2026

This week's headline numbers

India and APAC first. EU and UK are kept as a trailing watch.

India GCC hires, H1 2026
227,991
+11% YoY, vs overall hiring −9%
New GCC roles requiring AI, data or automation skills
~2 in 3
AI/Data function +38% YoY
Expected close of SAP’s agreement to acquire TechWolf
Q4 2026
New, Oct 6. Terms undisclosed
ASEAN workers in AI-exposed occupations
79.8M
22.9% of regional employment
Singapore’s AI exposure, the highest in ASEAN
42.2%
Highest preparedness too
NSW Digital Work Systems WHS Bill
New law
AI as a workplace-safety duty, not just process
Until Australia’s FWC AI-disclosure rule takes effect
9 days
Oct 20, 2026
EU AI Act deadline for employment-AI obligations
Dec 2027
Corrected from Dec 2026: Digital Omnibus split

Where exposure is outrunning preparedness, and where it isn't

Every market this issue tracks, plotted once. Select a market to read its headline figure.

Dot map of South and Southeast Asia and Australia, marking the 6 markets this issue tracks

India

GCCs made 227,991 hires in H1 2026, +11% YoY; ~2 in 3 need AI or data skills

Exposure outpacing preparedness

Preparedness matching exposure Exposure outpacing preparedness Largest exposure–preparedness gap Marker colour reads the gap between AI exposure and policy or workforce preparedness, using this issue's own data. It is not a precision geographic survey.

The global jobs ledger, to 2030

World Economic Forum’s central projection, drawn from 1,000+ employers across 22 industry clusters, 55 economies and 14M+ workers surveyed.

Jobs created

170M

million new roles, equal to 14% of today’s global employment

Jobs displaced

92M

million existing roles disrupted or eliminated by the same trends

Net change

+78M

million net jobs: a 7% increase, but a 22% structural churn rate

Source: WEF Future of Jobs Report 2025. “Churn” (22%) counts every job created or displaced as a share of total employment. The net figure alone understates how much workforce movement is happening underneath it.

Why the “true” number depends on who's counting

Three credible institutions, three methods, three horizons. Hold all three in view rather than anchoring on one headline.

WEF measures near-term structural churn (2025–2030) from a live employer survey. Goldman Sachs models AI-specific task exposure. McKinsey’s long-range automation research spans a wider technology envelope (robotics and AI) and a wider pace range; it is still the most-cited baseline in enterprise workforce planning, even though the original modelling predates generative AI. None of the three is “the” number. Together they bound the range a workforce strategy should plan against.

The signals underneath the headline number

−5 pts
Global employment impact of AI, past 12 months (S&P Global PMI)
−29%
Entry-level job postings, change since Jan 2024
39%
Key workforce skills expected to change by 2030 (WEF)
74%
Economic value captured by the top 20% of AI-mature firms (PwC)

Exposure by industry: task automation, not always headcount

Bars show the share of each sector's work current AI can plausibly do. That is consistently higher than headcount reduction; the gap between the two is where augmentation roles live. Open a row for the regional evidence.

Legal & professional services High exposure 80%

Paralegal roles ~80% automation risk by 2026; legal researchers ~65% by 2027. Drafting and review still need licensed human sign-off.

Workforce movement
Insufficient regional evidence
Hiring demand
Insufficient regional evidence
Talent premium
Insufficient regional evidence
Transition state
Insufficient evidence
Confidence
n/a, no India/APAC-specific signal this issue
Healthcare administration High exposure ~70%

Medical transcription is ~99% automated already; ~40% of medical coding is automatable. Clinical delivery roles are a separate, low-exposure category.

Workforce movement
Insufficient regional evidence
Hiring demand
Insufficient regional evidence
Talent premium
Insufficient regional evidence
Transition state
Insufficient evidence
Confidence
n/a, no India/APAC-specific signal this issue
Customer service / BPO High exposure ~65%

Agentic support platforms (Sierra, Decagon) are automating routine tier-1/2 support end to end, not just assisting agents.

Workforce movement
No AI-attributed layoffs confirmed in APAC BPO this issue
Hiring demand
Insufficient regional index coverage
Talent premium
Insufficient regional data
Transition state
Reshaping
Confidence
Early signal

The Philippines’ DOLE is funding AI upskilling for 10,000 BPO workers this year, rising to 44,000: a reskilling signal, not yet a hiring-demand or displacement measure (carried from Issue #8). Regionally, the ILO’s October 2026 ASEAN report found 79.8M workers in AI-exposed occupations, with employment in those occupations still growing since 2017: context for BPO, not a displacement signal.

Software & technology Mixed signal ~55%

Routine coding is migrating to full automation, but the sector faces shortages in AI/ML, cybersecurity and cloud engineering, now compounded by vendor consolidation: SAP’s agreement to acquire TechWolf signals workforce-intelligence tools moving into the major HR suites.

Workforce movement
No India/APAC AI-attributed layoffs confirmed this issue
Hiring demand
Rising: GCC AI/Data/Analytics hiring +38% YoY; AI/ML postings +33% YoY
Talent premium
30–50% over traditional IT roles; up to 30% on a job change
Transition state
Scarcity premium
Confidence
Directional

GCCs added 227,991 hires in H1 2026 (+11% YoY) while overall white-collar hiring fell 9% YoY. AI and data roles are now nearly two in three of new GCC jobs. Sources: Swarajya (Oct 2026), Naukri JobSpeak (Jul 2026), Mercer (Mar 2025).

Banking & financial services Moderate ~35%

Major banks expect only ~3% average workforce reduction, but 80% of bank executives expect a 5%+ productivity gain from the same deployments. Reshaping, not gutting.

Workforce movement
No confirmed AI-attributed layoffs at DBS, UOB or OCBC this issue
Hiring demand
Insufficient regional index coverage
Talent premium
Insufficient regional data
Transition state
Reshaping
Confidence
Early signal

Singapore’s three largest banks each have an HR head on record describing AI-driven change and skills shifts. Qualitative evidence only, carried from Issue #8.

Manufacturing Moderate ~40%

Oxford Economics projects up to 20 million manufacturing jobs displaced globally by 2030, driven more by robotics than generative AI.

Workforce movement
Insufficient regional evidence
Hiring demand
Insufficient regional evidence
Talent premium
Insufficient regional evidence
Transition state
Insufficient evidence
Confidence
n/a, no India/APAC-specific signal this issue
Frontline / physical services Low exposure ~15%

Healthcare delivery, construction and emergency services stay the lowest-risk category. Physical presence is still a moat current AI can’t cross.

Workforce movement
Insufficient regional evidence
Hiring demand
Insufficient regional evidence
Talent premium
Insufficient regional evidence
Transition state
Insufficient evidence
Confidence
n/a, no India/APAC-specific signal this issue
Agriculture Net job growth Growing

WEF’s Future of Jobs 2025 finds farmworkers top the table of largest-growing occupations by absolute headcount. Demographics and food demand outweigh automation here.

Workforce movement
Insufficient regional evidence
Hiring demand
Insufficient regional evidence
Talent premium
Insufficient regional evidence
Transition state
Insufficient evidence
Confidence
n/a, no India/APAC-specific signal this issue

Workforce transition matrix: where regional evidence actually exists

Hiring demand against workforce-reduction signal. Bubble size reflects a measured talent-pricing premium where one exists.

  • Scarcity premium India, Software & Tech. GCC hires +11% YoY, AI/Data +38%, up to 30% pay premium on job change. Directional confidence.
  • Reshaping Philippines, BPO. DOLE-funded AI upskilling for 10,000–44,000 BPO workers; no confirmed AI-attributed layoffs. Early signal.
  • Reshaping Singapore, Banking. Bank HR heads describe AI-driven change, not headcount reduction. Early signal, qualitative only.

No new India/APAC industry-level displacement data surfaced this issue, so the three plotted points carry over from Issue #8, reinforced by this issue’s GCC and ASEAN evidence. Legal and professional services, healthcare administration, manufacturing, frontline services and agriculture remain unplotted for lack of region-specific data.

Reading the matrix: two grounded examples

BPO, Philippines

Routine support hiring is flat where it’s trackable. The visible move is reskilling, not reduction.

Signal
DOLE is funding AI upskilling for 10,000 BPO workers this year, rising to 44,000 (DOLE–TESDA–IBPAP, Sept 15, 2026). Carried from Issue #8; no new Philippines-specific item surfaced this issue.
Counter-signal
The ILO’s October 2026 ASEAN report found 79.8M workers in AI-exposed occupations, with employment in those occupations still growing since 2017: a regional data point, not BPO-specific, but it cuts against a “mass displacement” reading.
Interpretation
Nothing in this issue moved the Philippines BPO picture from “reshaping, early signal”. The government-funded reskilling response still looks ahead of any confirmed displacement.
Implication
BPO employers may have more runway to reskill tier-1/2 agents into exception-handling, quality and AI-workflow roles than the “automation will gut BPO” narrative assumes.
Decision
Reskill
Watch next
Whether any named Philippine BPO employer confirms an AI-attributed headcount action, and whether DOLE publishes outcome data for the 44,000-worker cohort.

Software & Tech, India

GCC hiring is accelerating into the same scarcity the AI/ML pay premium already signalled.

Signal
India’s GCCs added 227,991 hires in H1 2026, up 11% YoY, even as overall white-collar hiring fell 9%. Nearly 2 in 3 new roles require AI, data-science or automation skills, and the AI/Data/Analytics function is up 38% YoY (Swarajya, relaying Nasscom–Zinnov-ecosystem data, Oct 2026).
Counter-signal
SAP’s Oct 6 agreement to acquire TechWolf is a vendor-consolidation signal in workforce-intelligence tooling, not a labour-demand signal. It’s kept separate from the hiring story so the two aren’t conflated.
Interpretation
The Issue #8 scarcity premium (30–50% over traditional IT roles) is widening: average increments stabilise at 8–12%, while AI/ML and battery-tech specialists fetch up to 30% on a job change, and ₹50-lakh-plus specialists pull 40–45% hikes versus 6–6.8% for sub-₹20-lakh roles.
Implication
Employers are competing for a scarce and increasingly bifurcated pool. Pay-equity and retention planning should treat this as a structural, multi-year gap rather than a cyclical spike.
Decision
Build & assess
Watch next
Whether Tier 2 cities’ 23% YoY GCC hiring growth and lower attrition (8–12% vs 18–22% in Tier 1) starts to narrow the premium by widening the supply pool.

Live market signals, India and APAC

Four tracked signals connecting the global forecast to what is verifiable in-region right now. Each is dated, sourced and confidence-rated on its own.

GCC hiring

Accelerating

India’s GCCs added 227,991 hires in H1 2026, up 11% YoY

Overall India white-collar hiring fell 9% YoY over the same window. GCCs are hiring against the broader market’s grain, concentrated in AI and data functions (+38% YoY).

  • India
  • H1 2026
  • Directional
  • Secondary-aggregated

Source: Swarajya, relaying Nasscom–Zinnov-ecosystem hiring data, Oct 2026

Talent pricing

Premium widening

AI/ML, semiconductor, renewable-energy and battery-tech specialists fetch up to 30% on a job change

Average 2026 increments are stabilising at 8–12% (Michael Page), while ₹50-lakh-plus specialists see 40–45% hikes versus 6–6.8% for sub-₹20-lakh roles (TeamLease). The scarcity premium from Issue #8 is holding and widening pay inequality within the same market.

  • India
  • Sept 2026
  • Directional

Source: Michael Page India Salary Guide 2026 (Sept 23); TeamLease Digital, via Business Today

Regional exposure

Exposed, not displaced

79.8M ASEAN workers, 22.9% of regional employment, are in AI-exposed occupations

Employment in those same occupations has kept growing since 2017, generative AI included. The ILO found no evidence yet of broad displacement; outcomes depend on policy choices, not exposure alone. Singapore has both the highest exposure (42.2%) and the highest preparedness.

  • ASEAN
  • 2026
  • Directional
  • Named multilateral source

Source: ILO, via The Vibes, Oct 2026

Regulatory posture

New angle: workplace safety

NSW’s Digital Work Systems Bill is the first Australian law to regulate AI as an occupational health-and-safety risk

It lands alongside the Fair Work Commission’s AI-disclosure rule (effective Oct 20). Australia is now regulating workplace AI from two separate angles within weeks of each other.

  • Australia
  • Oct 2026
  • Directional

Source: Mallesons; Law360/MLex

The charts worth knowing

India’s GCCs are hiring against the market’s grain

H1 2026 hiring change, year on year

India GCC hiring +11%
Overall India white-collar hiring −9%

GCCs added 227,991 hires in H1 2026 even as the broader market contracted. Source: Swarajya, relaying Nasscom–Zinnov-ecosystem hiring data, Oct 2026 (secondary-aggregated).

India’s AI and data pay premium is widening, not narrowing

2026 salary increments and job-change premiums, India

Average 2026 salary increment, all roles 8–12%
AI/ML, semiconductor, renewable and battery-tech premium on job change up to 30%
₹50-lakh-plus specialist hikes 40–45%
Sub-₹20-lakh role hikes 6–6.8%

Scale: 0–45%. Sources: Michael Page India Salary Guide 2026 (Sept 23); TeamLease Digital, via Business Today.

Australia’s AI-skills wage premium keeps widening

Wage premium for AI-skilled roles over non-AI roles

Previous reading 57%
Latest reading 62%

AI-skills job ads roughly doubled from ~20,000 to 41,000 in a year. Source: PwC Australia 2026 AI Jobs Barometer, Jun 18, 2026.

AI exposure is rising across ASEAN, without displacing workers yet

Share of ASEAN employment, by AI-exposure classification

Of the exposed 22.9%, 3.3 points are in the highest-exposure category. Employment in AI-exposed occupations has kept growing since 2017. Source: ILO regional report, via The Vibes, Oct 2026.

India GCC spotlight: hiring accelerates mid-year, AI and data skills do the pulling

Global Capability Centres, the in-house tech and operations hubs multinationals run in India, are where AI hiring is most visible.

GCC hires, H1 2026
227,991
+11% YoY, against a 9% fall in overall India white-collar hiring.
New roles needing AI or data skills
~2 in 3
AI/Data Science/Analytics is the fastest-growing GCC function, up 38% YoY.
Tier 2 city GCC hiring growth
+23%
Attrition runs 8–12% there vs 18–22% in Tier 1 hubs: a more stable workforce outside Bengaluru.
Bengaluru’s share of GCC hiring
30%
Still the largest single hub, even as Tier 2 cities grow faster.

Technology & software and BFSI together account for 56% of GCC hiring. 56% of hires have 4–10 years’ experience; early-career talent is 30% of hiring, worth holding next to Tech Mahindra CPO Richard Lobo’s Issue #8 view that entry-level talent is “well-positioned” on AI. Source: Swarajya, relaying Nasscom–Zinnov-ecosystem hiring data.

What happens next

Dates that matter for the markets this issue tracks.

  1. We are here

    The SAP–TechWolf deal, the NSW WHS bill, the ILO ASEAN report and fresh GCC hiring data all landed this week.

  2. in 9 days

    Australia FWC AI-disclosure rule

    Takes effect: the first rule in this tracker regulating AI use inside a workplace process.

  3. in 81 days

    SAP–TechWolf deal expected to close

    Subject to regulatory approval; terms undisclosed.

  4. in 417 days

    EU AI Act employment-AI deadline

    Recruitment, screening, termination and performance-evaluation obligations take effect. Corrected from Dec 2026.

Days remaining from Oct 11, 2026: 9, ~82 and ~417. Sources: Fair Work Commission, SAP News, EUR-Lex Regulation (EU) 2026/1744.

Region watch and the HR leaders on record

India and APAC lead; EU and UK trail.

India
GCCs hired 227,991 people in H1 2026, up 11% YoY, against a 9% fall in overall white-collar hiring. Nearly 2 in 3 new GCC roles need AI or data skills. AI/ML and adjacent specialists command up to 30% pay premiums on a job change, even as average increments stabilise at 8–12% (Michael Page, Sept 23).
Philippines
No major fresh dated item this week beyond Issue #8’s PAIIM and DOLE coverage. Carried over, not restated as new.
Malaysia
No major fresh dated item this week beyond Issue #8’s National AI Action Plan coverage. Carried over, not restated as new.
Indonesia
No major fresh dated item this week. Carried over.
Singapore
Highest AI exposure in ASEAN (42.2% of the workforce) and the highest preparedness, per the ILO’s regional report: the clearest live illustration of this issue’s exposure-vs-preparedness theme.
Australia
NSW becomes the first state to regulate AI as an occupational health-and-safety risk. A federal “Fair AI Taskforce” has been floated by Minister Amanda Rishworth. The FWC’s AI-disclosure rule takes effect Oct 20.
EU+UK (trailing watch)
The AI Act’s HR-relevant obligations (recruitment, screening, termination and performance-evaluation AI) are deferred from Aug 2026 to Dec 2, 2027 via the Digital Omnibus split. Transparency obligations have been in force since Aug 2, 2026.

APAC and India HR leader tracker: a quiet week, honestly reported

No new on-record CHRO or CPO statement surfaced this week from the ~50-company pool established in Issue #8. The pool isn’t re-searched from scratch every week, so this is a stability check, not a re-verification.

Infosys, India

Shaji Mathew

CHRO

“AI is changing careers faster than jobs.” Talent development must shift from a support process to a business strategy.

DBS, Singapore

Lee Yan Hong

Group Head of HR

“An AI-enabled bank with a heart, keeping the human in the lead”, tied to a new DBS–IBF sector-wide AI-skills MOU.

UOB, Singapore

Dean Tong

Head of Group HR

Flags “cognitive offloading” risk from over-reliance on AI; says change management, not tool design, is the harder problem.

OCBC, Singapore

Lee Hwee Boon

Group Head of HR

“Will AI take my job? My answer is still no.” AI can help new graduates level the playing field.

L&T, India

Dr. C. Jayakumar

EVP & Head, Corporate HR

Talent shortages reflect a capability gap, not a pay gap, prompting internal build-vs-buy decisions on AI-adjacent skills.

Tech Mahindra, India

Richard Lobo

CPO

Entry-level talent is “well-positioned” on AI, not disadvantaged by it.

Product watch: SAP buys TechWolf, Reejig stays quiet

  • TechWolf

    New this week

    The headline this issue. SAP agreed to acquire TechWolf on Oct 6, 2026; terms undisclosed, expected to close Q4 2026. TechWolf’s “context graph” becomes a grounding layer for SAP’s Joule assistant and SuccessFactors, while continuing to operate independently under founder-CEO Andreas De Neve.

    Reference: SAP News

  • Reejig

    Quiet

    Quiet again. Nothing new since the Sept 22 Medtronic case study covered in Issue #7.

    Reference: Medtronic case study

  • Eightfold AI

    Quiet

    No new dated news. Standing reference: AI Interviewer named a 2026 Top HR Product of the Year (Sept 15).

    Reference: Top HR Product award

  • Gloat

    Quiet

    No new dated news. Standing reference: a Sept 29 partnership embedding The Josh Bersin Company’s “Galileo” inside Gloat’s agentic HR platform.

    Reference: Gloat × Bersin

  • JG Summit × Darwinbox

    Quiet

    Standing reference, carried from Issue #8: a Philippines rollout covering ~21,000 employees, framed by CEO Lance Gokongwei as enabling “AI-driven automation and insights”.

    Reference: JG Summit newsroom

A client using or evaluating TechWolf’s skills and job-architecture tools now has a vendor-consolidation question to ask: will the product roadmap, pricing or data portability change once it sits inside SAP SuccessFactors?

Case studies, by the numbers

SAP × TechWolf

Announced Oct 6, 2026

Fresh this issue

SAP’s agreement to acquire the Ghent-based “work intelligence” company: the first acquisition of a named vendor this newsletter has tracked since launch. TechWolf’s context graph, built over eight years and downloaded as open-source models 2M+ times, becomes a grounding layer for SAP’s Joule assistant and SuccessFactors.

Undisclosed
deal terms
Q4 2026
expected close
2M+
open-source model downloads

India’s GCCs × Nasscom–Zinnov

H1 2026 update

Fresh this issue

Fresher, more granular hiring detail than the FY26 topline cited since Issue #8: GCCs added 227,991 hires in six months, accelerating against a falling broader market, with AI and data skills driving nearly two in three new roles.

227,991
hires, H1 2026, +11% YoY
~2 in 3
new roles need AI or data skills
+23%
Tier 2 city GCC hiring growth

STMicroelectronics × Eightfold

Published Jan 30, 2026

Flagship reference

A 48,000-person semiconductor company spanning 40 countries replaced fragmented, manual regional hiring with three standardised global workflows and AI-driven candidate matching on the Eightfold platform.

160+ hrs
saved in 2 months via automation
75%
of interviewed candidates advance to offer
NPS 84
candidate experience score

“Eightfold is more than a recruitment tool. It is a strategic enabler.”

Rajia D’Souza, President & CHRO, STMicroelectronics

Standard Chartered × Gloat

Published Nov 2024

Flagship reference

The UK-headquartered, APAC/Africa/Middle East-focused bank built an AI-enabled talent marketplace giving ~85,000 employees access to short-term “gigs” matched to business need.

£8M
in productivity savings
4–5x
cheaper than external hiring
~85,000
employees with marketplace access

“It’s four to five times cheaper to internally re-deploy colleagues than buying in from the market.”

Watson Stewart, Global Head of Talent Management & Career Experience, Standard Chartered

Sources and the full data table

India

  • Swarajya: GCC H1 2026 hiring
  • Business Today: Michael Page Salary Guide
  • KPMG in India: CAIO argument

Philippines, Malaysia, Indonesia

  • No new items this week. See Issue #8 for PAIIM, DOLE, National AI Action Plan and Kemnaker/Komdigi sources.

Singapore & ASEAN

  • The Vibes, relaying the ILO ASEAN exposure report

Australia

  • Mallesons: NSW WHS amendment
  • Law360/MLex: Fair AI Taskforce (secondary)
  • PwC Australia: 2026 AI Jobs Barometer

EU+UK (trailing watch)

  • Forkast: EU AI Act deadline split

Product

  • SAP News: SAP to acquire TechWolf
  • Reejig: resource hub

Items marked “secondary” relay a primary statement through a news outlet rather than a government or company original. The full citation list is in the newsletter.

Show every figure in this issue as a table
MetricValueComparisonSource
SAP agrees to acquire TechWolf Oct 6, 2026 first vendor consolidation this newsletter has tracked SAP News
India GCC hires, H1 2026 227,991 +11% YoY vs −9% overall white-collar hiring Swarajya, relaying Nasscom–Zinnov-ecosystem data
New GCC roles requiring AI/data skills ~2 in 3 AI/Data/Analytics function +38% YoY Swarajya
Tier 2 city GCC hiring growth +23% YoY attrition 8–12% vs 18–22% in Tier 1 hubs Swarajya
Bengaluru’s share of GCC hiring 30% largest single hub Swarajya
ASEAN workers in AI-exposed occupations 79.8M 22.9% of regional employment ILO, via The Vibes
Singapore AI exposure (highest in ASEAN) 42.2% also highest preparedness ILO, via The Vibes
NSW Digital Work Systems WHS Bill New law AI regulated as an occupational safety risk (s21A duty) Mallesons
Fair AI Taskforce proposal Proposed federal, not yet legislation Law360/MLex (secondary)
Australia FWC AI-disclosure rule Oct 20, 2026 9 days from this issue Fair Work Commission
Australia AI-skilled wage premium 62% up from 57% PwC Australia 2026 AI Jobs Barometer
Australia AI-skills job ads 41,000 up from ~20,000 in a year PwC Australia
EU AI Act employment-AI obligations deadline Dec 2, 2027 corrected from Dec 2026: 16-month deferral Forkast / EUR-Lex Reg. (EU) 2026/1744
India average 2026 salary increment 8–12% stabilising Michael Page India Salary Guide 2026
India AI/ML job-change premium up to 30% semiconductor, renewable and battery-tech too Michael Page, via Business Today
India ₹50-lakh-plus specialist hikes 40–45% vs 6–6.8% for sub-₹20-lakh roles TeamLease, via Business Today
India CAIO adoption 25% now, 67% within 2 years HR argued to own the “strategy” half KPMG India / IBM IBV

Data current as of Oct 11, 2026.