South Asia · IND-DEL · Metro of India
Delhi NCRMetro
Location
Structural indicators below are national values for India. World Bank / ILO don't publish city-level series. The metro pin exists so signals-agent runs can scope live web search to Delhi NCR specifically. City-radius event filtering (ACLED) is on the roadmap.Why this metro: Migrant labor magnet; informal youth-employment stress
Priority breakdown
0 = lowest · 100 = highest
Composite = mean of available dimensions, 5th-95th percentile clipped, direction-adjusted. Instability (unemployment, violence) raises score with value. Access (internet, devices, electricity, AI) raises score with absence.
Trajectory
2015–2026 · replay
How the scores moved.
Scores recomputed historically by replaying each year's indicator values through the current normalizer. Useful for direction, less so for absolute magnitude. World Bank series lag 1-2 years.
Latest signals
2026-09-09 09:07 UTC · run 2026-09-09T09
What the signals agent found, in the last ~60 days.
Live web search via Grok, scoped to this country. Structural indicators above lag by 1-2 years; this section is what changed recently.
Signals
**No major Delhi NCR-specific labor market reports or fresh unemployment statistics emerged in the last 60 days (roughly July 10–September 9, 2026).** Available data remains largely national or draws from earlier 2025–early 2026 PLFS releases and reports like the State of Working India 2026 (Azim Premji University).[[1]](https://www.bwpeople.in/article/the-unemployment-behind-the-anger-what-india-s-labour-data-reveal-617312)[[2]](https://www.indiatoday.in/diu/story/young-graduate-unemployment-india-degree-holders-surge-jobs-crisis-2957309-2026-07-27) Key national/urban figures with relevance to Delhi NCR (a major urban hub): - Youth (15–29) unemployment reached 16.2% nationally in June 2026 (PLFS quarterly), up from prior periods, with urban youth at 18.2% (vs. rural 15.1%). This exceeds the baseline national youth male (15–24) figure of 15.5% (2025).[[1]](https://www.bwpeople.in/article/the-unemployment-behind-the-anger-what-india-s-labour-data-reveal-617312)[[3]](https://www.ndtv.com/india-news/young-qualified-unemployed-what-data-says-on-gen-zs-job-prospects-11911188) - Graduate unemployment remains elevated; the State of Working India 2026 notes nearly 40% of those under 25 unemployed in some analyses, with Delhi-specific data showing 8.8% unemployment among graduate men under 30 (lower than many states but still indicative of underemployment and “waiting unemployment” for formal roles).[[2]](https://www.indiatoday.in/diu/story/young-graduate-unemployment-india-degree-holders-surge-jobs-crisis-2957309-2026-07-27)[[4]](https://www.bweducation.com/article/educated-but-unemployed-graduate-unemployment-remains-high-says-report-598052) - Broader trends include rising employability scores (India Skills Report 2026: 56.35%, up slightly) but persistent gaps, especially for non-IT/engineering graduates, and high NEET rates (Not in Education, Employment, or Training) around 25% for 15–29s in recent PLFS.[[5]](https://www.bwpeople.in/article/india-s-real-youth-problem-may-be-underemployment-not-unemployment-619079) **Positive local note**: In May 2026 (borderline for the window but recent), McDonald’s India–North and East reported creating/ facilitating over 1,500 youth jobs in Delhi NCR (Delhi, Gurugram, Noida, Ghaziabad, Faridabad) via its “McDonald’s for Youth” program with NGOs, focusing on first jobs, skills training (customer service, operations, etc.), and underserved youth. This expanded from earlier efforts.[[6]](https://www.hrkatha.com/news/learning-development/mcdonalds-india-creates-1500-youth-jobs-in-ncr/)[[7]](https://www.bwpeople.in/article/mcdonald-s-india-employs-1-500-youth-across-delhi-ncr-608378) No evidence of mass layoffs or major economic shocks specific to Delhi NCR industries in the period. **Major development: Large-scale youth-led protests in central Delhi (Jantar Mantar area) from late June through late July 2026.** The “Cockroach Janta Party” (CJP, a satirical Gen Z movement) mobilized thousands of students and young people (primarily 18–35) over NEET exam paper leaks, demanding the education minister’s resignation and broader accountability on education/jobs. Protests escalated with a July 20 march toward Parliament met by police use of tear gas, batons, and arrests (dozens injured on both sides; ~60–70 protesters detained initially). The movement broadened to encompass unemployment, underemployment, and systemic frustrations. Education Minister Dharmendra Pradhan resigned on July 25, 2026, after which organizers suspended the main sit-in.[[8]](https://www.nytimes.com/2026/07/20/world/asia/india-protest-cjp-cockroach-jantar-mantar.html)[[9]](https://www.livemint.com/economy/gen-z-protests-india-jobs-education-crisis-11785063662274.html)[[10]](https://www.cnn.com/2026/07/27/india/india-cockroach-protests-what-next-intl-hnk) This directly affected Delhi NCR (protest site in central Delhi), involved young men prominently, and highlighted job-related grievances amid high educated youth unemployment. Delhi Police noted some participants with criminal records among thousands screened, but the core was student/youth-driven.[[11]](https://www.indiatoday.in/cities/delhi/story/neet-protest-delhi-police-report-989-people-jantar-mantar-criminal-antecedents-2957385-2026-07-27) Related: Juvenile crime in Delhi rose ~30% in H1 2026 (1,404 cases vs. 1,080 prior year), with spikes in violent/property offenses.[[12]](https://www.hindustantimes.com/cities/delhi-news/juvenile-crime-in-delhi-jumps-30-in-first-half-of-2026-data-101783184613870.html) No reports of militia activity or organized unrest beyond these protests. **Limited new NGO/think-tank reports strictly on Delhi NCR youth (published 2025 and relevant in 2026 context)**: - State of Working India 2026 (Azim Premji University) provides national youth labor analysis with some state-level (including Delhi) graduate unemployment figures.[[4]](https://www.bweducation.com/article/educated-but-unemployed-graduate-unemployment-remains-high-says-report-598052)[[13]](https://www.scribd.com/document/1037281857/State-of-Working-India-2026-SWI) - Earlier 2025 studies include climate perceptions among Delhi-NCR urban youth (high awareness/worry, limited activism) and aspirations/barriers for youth in Kalyanpuri (informal Delhi settlement).[[14]](https://www.socialsciencejournals.net/archives/2025/vol7issue2/PartM/7-2-207-693.pdf)[[15]](https://isstdigitallibrary.jivesna.com/jspui/bitstream/123456789/1854/3/Youth%20Aspiration%20Report%20-%20Final%20April%20%282%29.pdf) - National surveys (e.g., VIBE Report on youth citizenship, NITI Aayog skilling/NEET analyses) note low trust in institutions and high NEET among young women, with digital activism rising.[[16]](https://www.medicircle.in/national-survey-finds-over-75-of-youth-support-democratic-values-but-exhibit-low-trust-in-traditional-political-institutions) **Internet/mobile infrastructure**: Temporary mobile internet suspensions (all services) in a ~1.5 km radius around Jantar Mantar in central Delhi on multiple dates in July 2026 (e.g., July 17, 20, 22–23) during peak protests, ordered by the Ministry of Home Affairs. Services restored after the CJP agitation ended; a related PIL was withdrawn.[[17]](https://www.thehindu.com/news/cities/Delhi/plea-against-internet-shutdown-around-jantar-mantar-withdrawn-from-delhi-high-court/article71271666.ece)[[18]](https://internetshutdowns.in/) A June 2026 data center fire in Delhi caused localized disruptions (affecting some Google Cloud/enterprise clients), but not a broad outage.[[19]](https://www.reuters.com/business/media-telecom/tata-unit-says-extensive-damage-fire-delhi-data-centre-hampers-recovery-2026-06-24/) A July 2026 TRAI assessment noted variable mobile performance on Delhi-NCR metro/rapid rail corridors.[[20]](https://timesofindia.indiatimes.com/city/delhi/call-drops-frozen-payments-and-buffering-screens-are-the-new-traffic-jams-of-indias-cities/articleshow/131765950.cms) No widespread or prolonged shutdowns outside the protest context. **Assessment vs. baseline (national youth male unemp 15.5% 2025; instability fuse 21.9/100)**: The July 2026 Delhi protests represent a notable local escalation in youth discontent in Delhi NCR, directly tied to education-to-jobs pipeline failures and amplifying grievances over unemployment/underemployment. This could locally elevate instability indicators beyond the national baseline, particularly among educated young men in the metro area, though the movement achieved a policy concession (minister’s resignation) and de-escalated without broader violence or sustained disruption. No other major shifts (e.g., infrastructure collapse or economic shocks) noted. Continued monitoring of PLFS urban data and local job creation is warranted.
Source discovery
**Delhi NCR-specific (city/provincial) data sources** (non-inference, focused on public/municipal, national sub-national, news, think tank/NGO/academic, and ACLED filtering). These supplement the listed country-level sources. Information is based on current public availability as of 2026.[[1]](https://data.opencity.in/dataset/delhi-statistical-handbooks)[[2]](https://des.delhi.gov.in/des/statistical-hand-book) - **Directorate of Economics & Statistics (DES), Govt of NCT of Delhi – Statistical Hand Book**: https://des.delhi.gov.in/des/statistical-hand-book (or via OpenCity.in mirror). No dedicated API (PDF downloads; some derived CSVs on OpenCity). Annual updates (e.g., 2025 edition). Auth: None (public). Granularity: NCT Delhi overall; some tables by district or sector (population, births/deaths, vehicles, education, health, economy).[[2]](https://des.delhi.gov.in/des/statistical-hand-book) - **OpenCity.in CKAN portal (Delhi datasets)**: https://data.opencity.in/ (filter groups=delhi or search des.delhi.gov.in). Yes, CKAN API available. Varies (annual or more frequent for some like air quality). Auth: None (public). Granularity: Delhi NCT/districts (e.g., air quality from stations, births/deaths, vehicle registrations by RTO, UDISE+ education by district, economic census, rainfall, road crashes). Many machine-readable CSVs/GeoJSON extracted or hosted from official sources.[[3]](https://data.opencity.in/dataset/?sort=title_string+asc&res_format=CSV&groups=delhi&page=2) - **Periodic Labour Force Survey (PLFS) – MoSPI/NSO (state + million-plus cities)**: Reports/microdata at mospi.gov.in or microdata.gov.in; indicators via esankhyiki Python library. Partial (esankhyiki client for filtered indicators; full microdata downloads). Annual (with quarterly/monthly bulletins); city-specific report for million-plus cities (includes Delhi). Auth: None for reports/microdata (registration may apply for some downloads). Granularity: Delhi (as UT/state) urban/rural; district-level codes available; dedicated city-level indicators for Delhi in million-plus cities reports (LFPR, WPR, UR, etc.).[[4]](https://www.mospi.gov.in/uploads/publications_reports/publications_reports1782803524108_424fcfc9-f57d-4057-b4bd-abd52aae828d_Million_plus_city_F.pdf) - **Amar Ujala RSS feeds (Delhi NCR specific)**: https://www.amarujala.com/rss/delhi-ncr.xml (and Delhi-specific). No API (standard RSS). Near real-time (as published). Auth: None. Granularity: Delhi NCR / Delhi city coverage (Hindi; English options via other publishers).[[5]](https://www.amarujala.com/rss) - **Bharat-News-API (geospatial India news aggregator)**: https://github.com/indiser/Bharat-News-API (aggregates 39+ RSS including Delhi-focused). Yes (FastAPI endpoint, e.g., /api/news/DL for Delhi). Hourly updates. Auth: None (open source/self-hosted or deployed). Granularity: State/UT level (DL for Delhi) with city-level mapping.[[6]](https://github.com/indiser/Bharat-News-API) - **Institute for Human Development (IHD) / Save the Children – Delhi slum/street children surveys**: Reports/PDFs (e.g., street children census; skill mapping in JJ clusters). No API (one-off or periodic reports). Irregular (project-based). Auth: None (public PDFs). Granularity: Delhi slums/JJ clusters, districts (e.g., East Delhi), youth-relevant (employment, poverty, skills).[[7]](https://resourcecentre.savethechildren.net/pdf/5332.pdf) - **Lokniti-CSDS (with ICAS:MP) – Urban poor/slum surveys in Delhi**: Survey reports (e.g., quality of services, unemployment in slums across 11 districts). No API (published reports/survey data summaries). Project-based/irregular. Auth: None. Granularity: Delhi slums across districts (urban poor, youth/employment, amenities).[[8]](https://micasmp.hypotheses.org/8056) - **ACLED (sub-national filtering for Delhi NCR)**: ACLED data export/API (free account). Yes (API with free account; export tool). Ongoing (event-level, near real-time updates). Auth: Free account required for API/export. Granularity: Admin1 (Delhi state/UT), Admin2 (districts within Delhi), location (city/place); filter events to Delhi NCR via admin1/admin2 or location names (boundaries align with standard Indian admin divisions; geoBoundaries/HDX provide supporting shapefiles).[[9]](https://acleddata.com/knowledge-base/codebook/) Additional notes: Delhi NCR (broader metro) may require combining NCT Delhi data with adjacent districts in Haryana/UP (e.g., via PLFS state data or ACLED admin filters). NFHS state reports for Delhi provide district-level health/youth indicators periodically. Most think tank outputs are PDF reports rather than live APIs. Verify latest availability and licenses directly, as formats can evolve. OpenCity.in is particularly useful for turning official PDFs into machine-readable formats.
Full run history: /sources
Trends · 2014–2026
Each dimension, over time.
Male youth unemployment
%Intentional homicides
per 100kInternet access
%Mobile subscriptions
per 100Phone ownership
%Electricity access
%AI usage
%Population
peopleWorking-age share
%Provenance
Where the numbers come from.
Every dimension in the priority score has a public, citable source. Window 2014–2026. Signed-input pipeline lands with v2.
| Dimension | Indicator | Source | Latest data | Direction |
|---|---|---|---|---|
Unemployment (15-24, male) | Male youth unemployment, 15-24 (% male labor force) SL.UEM.1524.MA.ZS | World Bank · ILOSTAT modeled estimates | 2025 | ↑ priority |
Unemployment (15+, male) | Male unemployment, 15+ (% male labor force) SL.UEM.TOTL.MA.ZS | World Bank · ILOSTAT modeled estimates | 2025 | ↑ priority |
Violence | Intentional homicides (per 100,000 people) VC.IHR.PSRC.P5 | UNODC · via World Bank | 2023 | ↑ priority |
Internet access | Individuals using the Internet (% of population) IT.NET.USER.ZS | ITU · via World Bank | 2024 | ↓ priority |
Mobile subscriptions | Mobile cellular subscriptions (per 100 people) IT.CEL.SETS.P2 | ITU · via World Bank | 2024 | ↓ priority |
Electricity access | Access to electricity (% of population) EG.ELC.ACCS.ZS | IEA / World Bank Tracking SDG7 | 2024 | ↓ priority |
AI usage Estimate · proxy | AI tool usage (surveyed) | DataReportal / GWI (survey) % of internet users who used any AI tool in the past month (DataReportal / GWI), converted to % of population using internet penetration. | 2025 | ↓ priority |
Population (context) | Population, total SP.POP.TOTL | UN Population Division · via World Bank | 2025 | context |
Working-age share (context) | Population ages 15-64 (% of total) SP.POP.1564.TO.ZS | UN Population Division · via World Bank | 2025 | context |
Phone ownership | Individuals owning a mobile phone (% of population) | ITU (via Our World in Data) | 2025 | ↓ priority |
Freedom (intervention axis) | Freedom in the World — total score 0-100 (higher = more free) | Freedom House (via Our World in Data) | 2025 | ↓ priority |
- Unemployment (15-24, male)↑ priority
Male youth unemployment, 15-24 (% male labor force)
SL.UEM.1524.MA.ZS
World Bank · ILOSTAT modeled estimates
Latest data · 2025
- Unemployment (15+, male)↑ priority
Male unemployment, 15+ (% male labor force)
SL.UEM.TOTL.MA.ZS
World Bank · ILOSTAT modeled estimates
Latest data · 2025
- Violence↑ priority
Intentional homicides (per 100,000 people)
VC.IHR.PSRC.P5
Latest data · 2023
- Internet access↓ priority
Individuals using the Internet (% of population)
IT.NET.USER.ZS
Latest data · 2024
- Mobile subscriptions↓ priority
Mobile cellular subscriptions (per 100 people)
IT.CEL.SETS.P2
Latest data · 2024
- Electricity access↓ priority
Access to electricity (% of population)
EG.ELC.ACCS.ZS
IEA / World Bank Tracking SDG7
Latest data · 2024
- AI usage↓ priority
AI tool usage (surveyed)
Latest data · 2025
% of internet users who used any AI tool in the past month (DataReportal / GWI), converted to % of population using internet penetration.
- Population (context)context
Population, total
SP.POP.TOTL
UN Population Division · via World Bank
Latest data · 2025
- Working-age share (context)context
Population ages 15-64 (% of total)
SP.POP.1564.TO.ZS
UN Population Division · via World Bank
Latest data · 2025
- Phone ownership↓ priority
Individuals owning a mobile phone (% of population)
Latest data · 2025
- Freedom (intervention axis)↓ priority
Freedom in the World — total score 0-100 (higher = more free)
Freedom House (via Our World in Data)
Latest data · 2025