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Prism Geo · India · Uttar Pradesh · Bareilly

Bareilly

Uttar Pradesh, India · 28.38°N 79.44°E · updated 2026-08-03

One of western Uttar Pradesh's largest cities — home to about 900,000 people, historically known as Nath Nagari.

AI verdicts: codex exec (headless, read-only sandbox) · every number ground-checked against source data

Bareilly is a major regional city with a retail-and-services core, a credible manufacturing spine and far more research heft than its venture scene suggests. Banking and sales shape work; universities and veterinary institutes add depth. The honest counterweight is a dark civic climate: crime dominates local coverage, communal framing is unusually common, and a deadly flood, fever and transport disasters remain part of recent memory.

Dargah of Aala Hazrat, Bareilly
Dargah of Aala Hazrat, Bareilly · image via Wikimedia Commons (CC0)
news reported (civic)
14,286
companies + mapped places
206 + 1,127
research works (est. corpus)
≈6,615
govt money announcements
83
The city at a glance
economic fabric

What is Bareilly made of?

🛍Retail██████████
🏥Healthcare█████████
🎓Education█████████
🚛Logistics████████░░
🏭Manufacturing████████░░
💻Technology████████░░
🛕Religion & tourism███████░░░
🌱Sustainability███████░░░
🏟Sports██████░░░░
🌾Agriculture██████░░░░

news coverage + 3×registered companies + 2×mapped places, log-scaled vs strongest sector

momentum

The last 90 days

Attention share vs the previous 90 days — what the city's coverage is turning toward.

Corruption13→35▲120%
Protest18→7▼68%
Governance90→36▼67%
Accidents44→81▲51%
Healthcare16→11▼44%
Legal Judicial10→10▼18%
Crime168→234▲14%
Public Safety11→12▼11%

share-of-coverage change, civic corpus through 2026-06-04 · red = growing slice, blue = shrinking

city signals · ai · ground-checked

The character of Bareilly

  • Retail-led regional centre— Retail leads the sector mix, with 297 mapped places.
  • Healthcare and education hub— Healthcare and education each score 9/10.
  • Bank-led job market— HDFC Bank and Axis Bank lead advertised openings.
  • Credible manufacturing base— Industrial companies, mapped manufacturers and large food employers align.
  • Sales-driven workplace— Sales, communication and team management dominate requested skills.
  • Research-heavy regional centre— Veterinary and university institutes dominate the research sample.
  • Thin venture market— Just 6 tracked companies ever raised outside money.
  • Young but fragile startups— 86 companies formed since 2018; most remain unfunded.
everyday life · ai · ground-checked

Living in Bareilly means…

  • retail woven into daily life— Clothing, electronics and general stores stand out in the mapped economy.
  • banking jobs setting the tone— HDFC Bank and Axis Bank lead local hiring.
  • a steady diet of hard news— Crime dominates coverage, and 74% reads negative.
  • universities with research weight— Invertis and M.J.P. Rohilkhand anchor education and research.
  • food producers anchoring employment— The two largest tracked employers produce food.
  • roads and housing under focus— Transport and urban housing lead government funding themes.

read from the news record — not a survey

hidden depth · ai · ground-checked

Things most people don't know

  • Bareilly's largest tracked employer is Marya Frozen Agro Foods, with 2500 staff.
  • The Indian Veterinary Research Institute produced 489 papers in the available local-institution sample, more than any other named institution.
  • In June 2017, a bus fire killed 22–25 people and a separate traffic accident killed 25.
  • A 2024 order received from Modern Coach Factory Bareilly was worth Rs 9.41 crore.
  • Bareilly's 20 mapped software companies average a striking 4.77 rating.
Safety & civic life
Civic intelligence · Prism engine

Where does Bareilly stand against the developed world?

Six-nation developed-median report card (USA · UK · FR · DE · AU · CA) computed from the same corpora, like-for-like. ▼ worse than the norm, ▲ better.

Six-nation developed median (USA · UK · France · Germany · Australia · Canada) — ▼ worse than the norm, ▲ better

Communal politics35.1% vs 3.6%
Fatality-linked news9.2% vs 15.3%
Enforcement action15.1% vs 20.3%
Road-accident accountability0.6% vs 5.8%
Corruption load4.8% vs 1.8%
Cases concluded3.1% vs 5.5%
Open the full data →

Prism civic engine · 14,308 located reports · four chapters + politics and money layers

Civic record

What problems are increasing?

protest civil unrest is taking the fastest-growing slice of the city's news (up 3.6 points), with governance policy next (up 2.9). Crime still leads in volume, but its share is shrinking.

Each problem's slice of city news — change in points, 2024–26 vs 2021–23
protest civil unrestprotest civil unrest: +3.6 points of coverage share+3.6governance policygovernance policy: +2.9 points of coverage share+2.9legal judiciallegal judicial: +1.4 points of coverage share+1.4corruption fraudcorruption fraud: +0.8 points of coverage share+0.8disasters emergenciesdisasters emergencies: +0.3 points of coverage share+0.3public safetypublic safety: -1.2 points of coverage share-1.2crime violencecrime violence: -1.5 points of coverage share-1.5policing law enforcementpolicing law enforcement: -2.0 points of coverage share-2.0public healthpublic health: -2.9 points of coverage share-2.9
Fastest-rising specific problems
political protest +1.0 ptsbridge fall +0.7 ptsbribery +0.6 ptsdemonstration clash +0.6 ptspolitical resignation +0.5 ptshomicide attempt +0.5 ptsrioting +0.5 ptsshooting +0.5 pts
AI verdict · codex · ground-checked

Bareilly's civic picture remains hard-edged: crime still dominates, while protests and street unrest took a bigger slice of the city's news (up 3.6 points). In the latest window, accident attention rose 51%, and the 2026 storm flood killed 89–104 people.

WATCH Watch whether rising accident and corruption attention produces visible enforcement and safer streets.
Open the full data →

14,286 pieces of news reported · complete civic news corpus

Health

What diseases are rising?

No disease signal is rising in 2024–26 — outbreak coverage is receding from its COVID-era peak. Dengue remains the recurring signal.

signalnews reported2024–26 trend
disease outbreak96▼ receding
infection outbreak24▼ receding
corona infection21▼ receding
fever illness15▼ receding
covid outbreak14▼ receding
dengue outbreak10▼ receding
coronavirus outbreak10▼ receding
Public-health coverage by year
2026: 182017202618
AI verdict · codex · ground-checked

The outbreak picture is easing, but Bareilly's recent memory is grim. Disease, infection, coronavirus, fever and dengue signals are receding or flat, yet the 2018 fever outbreak killed 36–79 people; public health took a smaller slice of the city's news (down 2.9 points).

WATCH Watch for fever or dengue outbreaks returning after the current retreat.
Open the full data →

public_health civic subcats, disease-pattern filtered · complete corpus

Money & governance
Public money

What projects is my government investing in?

transport leads 83 tracked announcements — development-authority land purchase, Smart City works and national-highway tenders anchor the money trail.

Announcement themes
transporttransport: 1919urban housingurban housing: 1313waterwater: 1010otherother: 99agricultureagriculture: 88educationeducation: 77healthhealth: 66
Largest place-directed announcements
datethemelevelamountwhat
2024-04urban housinglocalRupees 827 croreThe Bareilly Development Authority approved an Rs 827 crore budget to purchase land for a new townsh…
2019-10transportnationalRupees 800 croreThe National Highways Authority of India issued tenders for 157 km of roads between Sitapur and Bare…
2024-03urban housinglocal7.01 billion INRMunicipal Corporation of Bareilly will approve a 2024-25 basic budget of 7.01 billion rupees for dev…
2024-11urban housingstate / provinceRs 700 croreNagar Nigam approved a budget of Rs 700 crore for development in Bareilly Smart City and other urban…
2015-01othernationalRupees 695 croreThe Parliamentary region of India received Rs 695 crore for development works in Varanasi.…
2017-07agriculturestate / provinceRupees 585 croreAndhra Pradesh state government is expected to write off approximately Rs 585 crore in farm loans to…
AI verdict · codex · ground-checked

Government money is aimed chiefly at building the physical city. Across 83 announcements, transport leads, followed by urban housing and water; the clearest commitments are the Bareilly Development Authority's Rupees 827 crore township land budget and Nagar Nigam's Rs 700 crore development budget.

WATCH Watch whether township, road and water budgets become completed services rather than approvals.
Open the full data →

complete government-announcements corpus · amounts are headlines, never summed

Politics

Who runs the political conversation?

658 statements track Bareilly politics — communal-coded rhetoric runs 30.9% (India ≈11%, developed median 3.65%).

Loudest voices
Yogi AdityanathYogi Adityanath: 8787Narendra ModiNarendra Modi: 2121Akhilesh YadavAkhilesh Yadav: 1616Santosh GangwarSantosh Gangwar: 1515Alankar AgnihotriAlankar Agnihotri: 1414Keshav Prasad MauryaKeshav Prasad Maurya: 1111
Stance mix
supports · 184opposes · 165condemns · 143proposes · 113accuses · 29demands · 19
AI verdict · codex · ground-checked

Political conversation around Bareilly is unusually communal and dominated by senior figures. Religious or communal framing is present in 30.9% of tracked material, against 11% for a typical Indian city; Yogi Adityanath is the loudest named voice. Alankar Agnihotri's disagreement with new UGC rules captures another fault line.

WATCH Watch whether communal framing cools as policy and university disputes unfold.
Open the full data →

political-statements corpus, mention-based slice (Rae Bareilly excluded)

Economy & work
Jobs

What companies are hiring?

Banks and insurers do the visible hiring — HDFC Bank Limited leads 212 tracked postings; BPO and local institutions follow.

Top hiring companies
HDFC Bank LimitedHDFC Bank Limited: 2424Axis BankAxis Bank: 2121Tata AIA LifeTata AIA Life: 1414Invertis UniversityInvertis University: 1111TaskUsTaskUs: 1111Tata Mutual FundTata Mutual Fund: 99Apollo Gleneagles HospitalApollo Gleneagles Hospitals Limited: 77Narain Placement ConsultanNarain Placement Consultancy Pvt. Ltd.: 44
Hiring volume by month
2026-08-01: 122022-102026-0812
AI verdict · codex · ground-checked

Formal hiring is bank-and-sales heavy, with limited breadth beyond finance. HDFC Bank Limited leads with 24 openings and Axis Bank has 21; insurers and mutual funds follow, while Invertis University, TaskUs and Apollo Gleneagles Hospitals add some variety.

WATCH Watch whether TaskUs, hospitals and local universities broaden hiring beyond financial sales.
Open the full data →

212 job postings tagged to the city (a floor, not a census)

Jobs

What skills are available?

Sales, communication and team-management dominate advertised demand — a services/BFSI skill market, not yet a technical one.

Most-demanded skills
salessales: 2727communicationcommunication: 2121team managementteam management: 1818team handlingteam handling: 1313lead generationlead generation: 1212ms officems office: 1212team leaderteam leader: 1111time managementtime management: 1111negotiationnegotiation: 88interpersonal skillsinterpersonal skills: 77
AI verdict · codex · ground-checked

Employers are asking for commercial operators and frontline managers. Sales is requested 27 times, communication 21 and team management 18; team handling, lead generation, negotiation and basic office software reinforce a practical, customer-facing skills market.

WATCH Watch for technical and specialist skills gaining ground beside sales leadership.
Open the full data →

demand-side signal (what employers ask for), not a resident skill census

Economy

Which industries dominate?

Registered economy: education, healthcare and financial services lead 206 tracked companies. Street economy (1,127 mapped places): retail + manufacturing — the biggest employers are agro-food manufacturers.

Registered companies by industry
education managementeducation management: 2020hospital & health carehospital & health care: 1313food productionfood production: 1111financial servicesfinancial services: 1111health, wellness and fitnehealth, wellness and fitness: 1111apparel & fashionapparel & fashion: 1010information technology andinformation technology and services: 88marketing and advertisingmarketing and advertising: 77
Street economy — mapped places
Corporate officeCorporate office: 6060ManufacturerManufacturer: 3434Clothing storeClothing store: 2828UnclassifiedUnclassified: 2222Software companySoftware company: 2020StoreStore: 1818Electronics storeElectronics store: 1616General storeGeneral store: 1414
AI verdict · codex · ground-checked

Bareilly's economy is led by everyday demand, with industry close behind. Retail scores 10/10, healthcare 9/10 and education 9/10; logistics, manufacturing and technology form the next tier. Recent Wrangler and Burger King openings make the consumer story visible on the street.

WATCH Watch whether technology and manufacturing turn broad presence into more large employers.
Open the full data →

company registry (startup-skewed) + mapped business places

Economy

Is this city good for manufacturing?

Credible Base (2/4 signals) — traditional agro-food manufacturing anchors the city; modern industrial base remains thin.

  • 34 of 206 registered startups/companies (17%) are manufacturing-adjacent
  • 43 street-level manufacturer/industrial places on Google Maps
  • infrastructure news share falling (down 0.4 points)
AI verdict · codex · ground-checked

Manufacturing is credible rather than dominant. Among the tracked base, 34 of 206 companies are manufacturing-adjacent, and 48 manufacturer or industrial places are mapped; BL Agro Oils, Marya Frozen Agro Foods and the Modern Coach Factory order give the base visible anchors.

WATCH Watch infrastructure coverage and new industrial investment for signs the base is deepening.
Open the full data →

computed verdict — each signal is a live threshold that can fail

Startups & capital
Startups

Is there VC activity?

Minimal. 6 of 206 tracked companies have ever raised — Bareilly sits in Agra's tier, far behind Lucknow and Kanpur.

Funded startups — peer cities
LucknowLucknow: 111111KanpurKanpur: 9595AgraAgra: 1414BareillyBareilly: 66MoradabadMoradabad: 22
AI verdict · codex · ground-checked

Venture funding is exceptionally thin. Only 6 of 206 tracked companies have ever raised outside money, and just 3 are at seed stage; nearby Lucknow and Kanpur have far more funded startups.

WATCH Watch for repeat fundraising beyond the handful of early-stage companies.
Open the full data →

round amounts sparse for tier-3 cities — counts shown, dollar totals withheld

Startups

Is a startup ecosystem forming?

Formation is real — 86 companies founded since 2018 — but capital progression is weak: deadpool 16.5%, and stages are dominated by Unfunded.

Companies founded by year
2025: 2200820252
Stage distribution
Unfunded · 134Deadpooled · 34Seed · 3Funding Raised · 2Public · 1Acquired · 1
AI verdict · codex · ground-checked

Company formation is active, but survival and capital are weak. The registry shows 86 companies founded since 2018, while 16.5% of all tracked companies have shut down; most businesses remain unfunded. This is an entrepreneurial pipeline, not yet a mature startup ecosystem.

WATCH Watch whether the recent wave of new firms survives and attracts seed capital.
Open the full data →

gate: ≥150 companies & ≥20 recent founds — passed (206/86)

The knowledge engine
Research · Prism stance layer

What research is done IN Bareilly?

A veterinary-science engine: IVRI Izatnagar leads ≈6,615 estimated works. 45% of oriented output reads promising/breakthrough — clusters in animal health, AI and nutrition.

Institutions (works, shard)
Indian Veterinary ResearchIndian Veterinary Research Institute: 489489M.J.P. Rohilkhand UniversiM.J.P. Rohilkhand University: 336336Invertis UniversityInvertis University: 103103Central Avian Research InsCentral Avian Research Institute: 4444
Research orientation
promisingpromising: 343343descriptivedescriptive: 302302problem identifyingproblem identifying: 124124breakthroughbreakthrough: 8888comparativecomparative: 3939cautionarycautionary: 3737criticalcritical: 1212
Opportunities (promising + breakthrough)
COVID-19 · 10Artificial Intelligence · 9Nutrition · 9Animal Health · 7Climate Change · 6Children's Health · 5SARS-CoV-2 · 5
Cautions (cautionary + critical)
Veterinary Medicine · 2COVID-19 · 2Women's Rights · 2Artificial Intelligence · 2Machine Learning · 2Vaccine · 2Broiler chickens · 2
Problems flagged
COVID-19 · 13Animal Health · 5Mental Health · 4Information Technology · 3Wildlife's Health · 3Zoonotic Disease · 3Women's Health · 3
AI verdict · codex · ground-checked

Bareilly's research engine is unexpectedly substantial and animal-science-led. The available sample contains 945 papers: the Indian Veterinary Research Institute accounts for 489 and M.J.P. Rohilkhand University 336. Artificial intelligence, nutrition, climate change and antennas widen the agenda.

WATCH Watch whether veterinary and university research produces local companies or applied partnerships.
Open the full data →

⚠ 1-of-7 research sample (945 papers on this node, ≈×7 corpus) · Prism stance layer over OpenAlex 2017+

Research · Prism stance layer

What research is done FOR Bareilly?

Narrower but distinct: 129 title-matched works study Bareilly itself — led by agricultural economics and public-health topics (fever-outbreak epidemiology, oral microbiology, Salmonella).

Top topics in city-focused research
Agricultural Economics andAgricultural Economics and Practices: 88Health and Well-being StudHealth and Well-being Studies: 55Oral microbiology and periOral microbiology and periodontitis research: 44Salmonella and CampylobactSalmonella and Campylobacter epidemiology: 44Dental Health and Care UtiDental Health and Care Utilization: 33Viral Infections and ImmunViral Infections and Immunology Research: 33Genomics and Phylogenetic Genomics and Phylogenetic Studies: 33Infant Development and PreInfant Development and Preterm Care: 33
Works about the city by year
2026: 3200220263
AI verdict · codex · ground-checked

Research on Bareilly treats it chiefly as an agricultural and health landscape. Among 129 sampled papers, agricultural economics and practices lead with 8, followed by health and well-being with 5; oral microbiology, Salmonella and Campylobacter epidemiology, dental care and infant development deepen the health focus.

WATCH Watch for research connecting the city's health burden with local services and prevention.
Open the full data →

papers whose title or entities mention Bareilly (any author location) · shard sample · distinct from research done AT city institutions

The pulse
News pulse

What is the news saying?

News attention is 74% negative-toned (typical for city civic coverage) — the volume trend tracks total attention on Bareilly.

Monthly news-feature volume
2026-05-01: 42023-012026-054
AI verdict · codex · ground-checked

Bareilly's news pulse is bleak and jumpy: 74% of coverage reads negative. In the latest window, accident attention rose 51% and corruption 120%, even as protest and governance attention fell sharply. SOTC Travel and Wrangler openings offer a modest commercial countercurrent.

WATCH Watch whether commercial openings can outlast the city's persistently dark news cycle.
Open the full data →

news location-tagging corpus · sentiment skew is a property of news