South Asia · IND-LKO · Metro of India
Lucknow (Uttar Pradesh)Metro
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 Lucknow (Uttar Pradesh) specifically. City-radius event filtering (ACLED) is on the roadmap.Why this metro: Anchor for UP/Bihar youth-bulge belt — ~400M people with rates above India avg
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
2026-07-08 00:00 UTC · run 2026-07-08T00
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 highly granular, recent (last 60 days, ~May–early July 2026) local labor market or unemployment statistics specific to the Lucknow metro area were identified.** Available data remains predominantly national or Uttar Pradesh (UP) state-level, with UP often showing relatively lower youth unemployment figures compared to the national baseline (15.5% for males aged 15-24 in 2025).[[1]](https://www.instagram.com/p/DW84KF0E2r4/?hl=en)[[2]](https://www.linkedin.com/posts/indmoney_jobs-unemployment-india-activity-7462389091209412608-TVId) - UP youth unemployment (various 2025 references, e.g., around 7.7% in some MoSPI-linked or state comparisons; urban youth noted as declining from 19.2% in Q1 to 16.8% in Q3 FY25 in one report).[[3]](https://www.facebook.com/cnnnews18/posts/in-june-2025-the-unemployment-rate-stayed-at-56-joblessness-among-15-29-year-old/1331983018971338/)[[2]](https://www.linkedin.com/posts/indmoney_jobs-unemployment-india-activity-7462389091209412608-TVId) - Broader UP unemployment rates cited as low as ~2.24–2.4% in positive government or economic coverage, supported by schemes like the UP Skill Development Mission (training ~9.25 lakh youth over five years, with ~4.22 lakh placed) and MGNREGA rural employment.[[4]](https://www.wionews.com/india-news/uttar-pradesh-emerges-as-land-of-opportunities-on-employment-map-turning-migration-into-youth-progress-1771928001418) - No Lucknow metro/city-specific unemployment, job creation, or layoff figures surfaced in searches. National trends (e.g., overall unemployment ~5.2–5.6% in mid-2025 periods, with youth often higher) do not directly isolate Lucknow effects.[[5]](https://pwonlyias.com/unemployment-rate-in-india/) **Political/security/economic events affecting young men (18-35) in Lucknow:** The most notable recent development is student/youth-led protests on or around June 12, 2026, at Eco Garden in Lucknow. These were organized under the satirical “Cockroach Janta Party” (CJP) movement, involving students and government job aspirants protesting alleged corruption, recurring exam paper leaks (e.g., NEET and others), and flaws in education policy. Demonstrators demanded the resignation of Union Education Minister Dharmendra Pradhan. The event was part of a broader Gen Z/nationwide campaign that included rallies in other cities; Lucknow drew participants from across UP.[[6]](https://www.instagram.com/p/DZev4ZMkWSi/?hl=en)[[7]](https://www.aljazeera.com/news/2026/6/16/my-voice-is-being-heard-a-month-of-indias-cockroach-janta-party)[[8]](https://www.livemint.com/news/india/cockroach-janta-party-protest-news-live-dipke-dharmendra-pradhan-pune-jantar-mantar-lucknow-neet-nta-12-6-2026-11781236105104.html) - This reflects deep youth frustration with education-to-employment pathways amid job scarcity, aligning with (and potentially amplifying perceptions of) baseline unemployment pressures. - A June 22, 2026, fire at a commercial building in Lucknow housing an educational center killed at least 14 people (mostly teenagers aged 16–18). It occurred amid heightened national anger over exam irregularities and youth job struggles.[[9]](https://www.nytimes.com/2026/06/22/world/asia/fire-lucknow-india-kills-14.html) - No reports of militia activity, mass layoffs in key Lucknow industries, or major crackdowns specific to young men in the period. **NGO or think-tank reports on Lucknow youth (published 2025):** No dedicated recent reports focused on Lucknow’s youth situation were found. Broader or older references exist (e.g., studies on educated youth in UP rural/urban settings or self-employment roles), but nothing new and Lucknow-specific from 2025–2026.[[10]](https://www.ijsat.org/papers/2025/4/7605.pdf) **Internet/mobile infrastructure changes in Lucknow:** No shutdowns, targeted restrictions, major outages, or notable rollouts specific to Lucknow (or directly tied to youth/unrest) were identified in the last 60 days. India-wide trackers note various state-level incidents elsewhere, but nothing localized here.[[11]](https://internetshutdowns.in/) **Overall assessment vs. baseline:** Nothing identified indicates a significant shift in Lucknow’s instability picture. The June 2026 student protests and exam-related discontent highlight persistent youth grievances around education access, fairness, and job prospects—issues consistent with elevated youth unemployment concerns nationally and in UP. Positive state-level employment narratives (skills training, rural schemes) contrast with these expressions of frustration but lack Lucknow granularity. Continued monitoring for localized data or escalation of protests would be warranted. Sources include news reports from Al Jazeera, Hindustan Times, LiveMint, NYT, and others (specific URLs available in search results).
Source discovery
**Bullet list of Lucknow (Uttar Pradesh)-specific sources:** - **UPDES (Directorate of Economics and Statistics, Government of Uttar Pradesh)**: https://updes.up.nic.in/esd/index.htm; no dedicated public API (machine-readable downloads of state accounts, socio-economic surveys, price/wages statistics available on site); irregular/official release schedule (annual or periodic); auth: none (public downloads); geographic granularity: Uttar Pradesh state-level, with some district-level socio-economic indicators.[[1]](https://updes.up.nic.in/esd/index.htm) - **data.gov.in (Open Government Data Platform India)**: https://www.data.gov.in/; yes (236k+ APIs/web services, plus bulk downloads); frequent (varies by dataset, many updated regularly); auth: none for public APIs/datasets (free registration for some advanced use); geographic granularity: national to state (Uttar Pradesh) and urban local body (Lucknow Nagar Nigam/municipal) level datasets available across categories.[[2]](https://www.data.gov.in/) - **Periodic Labour Force Survey (PLFS) – MoSPI/NSO**: https://www.mospi.gov.in/ (reports) and https://microdata.gov.in/ (unit data); partial (annual/quarterly reports downloadable; microdata access via portal, sometimes with registration); quarterly (urban CWS) and annual (rural+urban); auth: none for reports, possible free registration for microdata; geographic granularity: state (Uttar Pradesh) and increasingly district-level estimates (including Lucknow district) in recent/revamped releases.[[3]](https://www.mospi.gov.in/sites/default/files/publication_reports/PLFS_Changes-in-2025_rev.pdf) - **Amar Ujala Lucknow RSS Feed**: https://www.amarujala.com/rss/lucknow.xml (and related feeds); no API (standard RSS); real-time/continuous; auth: none; geographic granularity: Lucknow city/specific edition (Hindi local news).[[4]](https://www.amarujala.com/rss) - **ACLED (sub-national filtering)**: https://acleddata.com/ (data access via their platform/API for approved users); yes (structured data with admin fields; API access for partners); near real-time (daily/ongoing collection); auth: free for researchers/academics (application-based); geographic granularity: admin1 = Uttar Pradesh, admin2 ≈ Lucknow district (plus location field for finer filtering).[[5]](https://acleddata.com/methodology/acled-codebook) - **Lucknow Nagar Nigam (LMC) portal**: https://lmc.up.nic.in/; no public stats API or bulk open data portal (operational services like house tax/property search and complaints); irregular (as available); auth: none; geographic granularity: Lucknow municipal wards/zones (limited statistical content).[[6]](https://lmc.up.nic.in/) Additional notes: data.gov.in serves as a central aggregator that surfaces many Uttar Pradesh and Lucknow-relevant datasets from state/municipal sources. No prominent Lucknow-specific think tank/NGO crisis-monitoring or youth/urban poverty trackers with public APIs or regular machine-readable data were identified in searches (national or state-level resources like NITI Aayog or PLFS are the closest). RSS feeds provide local-language coverage but require parsing for structured use. All listed sources are publicly accessible without paid tiers.
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) | 2024 | ↓ 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 · 2024
- 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