Prism Geo · city intelligence · pilot
Kolkata · image via Wikimedia Commons
Prism Geo · India · West Bengal · Kolkata

Kolkata

West Bengal, India · 22.57°N 88.36°E · updated 2026-08-06

Kolkata is a broad, working city with real weight in retail, manufacturing, technology, research and eastern logistics—but its present story is shadowed by a sharp rise in crime-focused news and a politics-heavy public mood. Hiring crosses banks, consultancies and software, outbreaks are receding, and new Asian air links widen its reach. The uncomfortable gap is capital: companies keep forming, but relatively few secure outside money.

Kolkata · image via Wikimedia Commons
news reported (civic)
52,238
companies + mapped places
10,301 + 25,041
research works (est.)
≈40,026
govt money announcements
600
The city at a glance
economic fabric

What is Kolkata made of?

🛍 Retail
10/10
🏭 Manufacturing
10/10
💻 Technology
10/10
🏥 Healthcare
9/10
🎓 Education
9/10
🏟 Sports
8/10
🚛 Logistics
8/10
🛕 Religion & tourism
8/10
🌱 Sustainability
8/10
🌾 Agriculture
6/10

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

momentum

What the city turned toward · Jan–Apr 2026

Each topic's share of news attention, January–April 2026 against September–December 2025 — news ingestion paused in May, so this is the latest complete window.

Elections Politics

151 → 738 news reports
▲180%

Governance

194 → 574 news reports
▲70%

Crime

328 → 189 news reports
▼67%

Disasters Emergencies

174 → 116 news reports
▼62%

Human Rights Social

10 → 7 news reports
▼60%

Environment

23 → 18 news reports
▼55%

Legal Judicial

40 → 36 news reports
▼48%

Public Safety

59 → 62 news reports
▼40%

Protest

148 → 187 news reports
▼28%

Healthcare

24 → 52 news reports
▲24%

a rising share means the city's attention is turning toward it — not necessarily more incidents

top city themes

What Kolkata's news is about

Themes across the city's entire news coverage — ≈173.7K located reports — with each theme's momentum, its most specific keywords, and how the coverage feels. A CRITICAL badge means most of that theme's coverage is extremely negative.

Politics

▲271.2% growing
Street Protests · Voter Registration Deadlines · Voter Intimidation · Bail Hearing
80% negative coverage

Sports

▲115.0% growing
State Cricket · Test Cricket · Odi Cricket · Limited Overs Cricket
78% positive coverage

Crime

▲50.0% growing
Acquaintance Rape · Female Homicide · Sexual Assault · Rape
100% negative coverage

Business

▲63.0% growing
National Air Routes · International Flights · Fuel Price Disparities · Local Fuel Trends
81% positive coverage

Government

▲314.0% growing
Voter Registration Deadlines · Voter Roll Maintenance · Election Official Misconduct · Voter Intimidation
58% negative coverage

Cricket

▲217.5% growing
State Cricket · Test Cricket · Odi Cricket · Limited Overs Cricket
77% positive coverage

Transportation

▲16.7% growing
Bus Crash · Transport Crash · Train Crash · Truck Accident
53% positive coverage

Law Enforcement

▼18.5% declining
Heroin Smuggling Routes · Securities Fraud · Money Laundering Investigations · Narcotics Smuggling Operations
99% negative coverage

Education

▲73.3% growing
Campus Police · Student Assault · Sexual Assault · Acquaintance Rape
51% negative coverage

momentum window: Jan–Apr 2026 vs Sep–Dec 2025 · sentiment is a property of the news coverage, not a city rating

city signals

The character of Kolkata

  • ✓Three-engine economy— Retail, manufacturing and technology each score 10/10.
  • ✓Working industrial city— Manufacturing spans registered firms, mapped places and hiring.
  • ✓Bank-and-tech job market— Banks, consultants and software companies lead advertised openings.
  • ✓Asian logistics gateway— New Asian flights connect Kolkata with Kunming and Shanghai.
  • ✓Deep research bench— Jadavpur, Calcutta and specialist institutes anchor 5718 papers.
  • ✓Fast-forming, capital-light startups— 3173 companies were founded since 2018, but most remain unfunded.
  • ✓One dominant political voice— Mamata Banerjee is the loudest tracked political voice.
everyday life

Living in Kolkata means…

  • ✓navigating a serious safety turn— Crime and violence gained 23.9 points in long-run news share.
  • ✓working across old and new— Banks, software firms, manufacturers and shops all carry weight.
  • ✓watching outbreaks ease— Dengue and broader disease signals are receding.
  • ✓living amid loud politics— Elections and governance recently seized much more attention.
  • ✓having strong education nearby— Universities and specialist institutes sustain substantial research.
  • ✓using a growing Asian gateway— Flights link the city directly with Kunming and Shanghai.

read from the news record — not a survey

hidden depth

Things most people don't know

  • Coal India is the city's largest tracked employer, with 239210 staff.
  • The registry counts 345 venture capital and private equity companies, although outside funding remains limited.
  • Kolkata Municipal Corporation appears among the city's research producers, with 19 papers.
  • The 2020 cyclone flood was linked to 72–112 deaths across agreeing coverage.
  • Kolkata recently gained cargo links to Kunming and direct passenger connections with Shanghai.
The verdict & benchmarks — KolkataWhat the record is made of — KolkataJustice & accountability — KolkataEvents & specifics — KolkataThe civic record of KolkataWhat problems are increasing?What diseases are rising?What projects is my government investing in?What companies are hiring?What skills are in demand?Which industries dominate?The startup picture in KolkataIs this city good for manufacturing?What research is done in Kolkata?What research studies Kolkata?Who runs the political conversation?What is the news saying?
Safety & civic life
Civic intelligence · Prism engine

Where does Kolkata stand against the developed world?

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

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

Enforcement Action
10.4%here
20.3%benchmark
▼
Corruption Load
10.6%here
1.8%benchmark
▼
Communal Politics
11.2%here
3.6%benchmark
▼
Fatality-linked News
8.7%here
15.3%benchmark
▲
Cases Concluded
2.3%here
5.5%benchmark
▼
Road-accident Accountability
2.9%here
5.8%benchmark
▼
Civic record homeBenchmarksThe recordJusticeEvents
Open the full data →

four chapters, plus the politics and money layers

Civic record

What problems are increasing?

crime violence is taking the fastest-growing slice of the city's news (up 23.9 points), with protest civil unrest next (up 2.7). 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
Crime ViolenceCrime ViolenceCrime Violence: +23.9 points of coverage share+23.9Protest Civil UnrestProtest Civil UnrestProtest Civil Unrest: +2.7 points of coverage share+2.7Disasters EmergenciesDisasters EmergenciesDisasters Emergencies: +1.6 points of coverage share+1.6Legal JudicialLegal JudicialLegal Judicial: +0.5 points of coverage share+0.5Public SafetyPublic SafetyPublic Safety: +0.3 points of coverage share+0.3Policing Law EnforcementPolicing Law EnforcementPolicing Law Enforcement: -1.9 points of coverage share-1.9Public HealthPublic HealthPublic Health: -3.6 points of coverage share-3.6Corruption FraudCorruption FraudCorruption Fraud: -7.7 points of coverage share-7.7Governance PolicyGovernance PolicyGovernance Policy: -11.7 points of coverage share-11.7
Fastest-rising specific problems
homicide +20.4 ptsrape murder +3.0 ptsdemonstration +1.2 ptsfinancial irregularities +1.0 ptsgangrape +0.9 ptsgang rape +0.8 ptsrape +0.6 ptsflood +0.6 pts
Summary

Safety has become Kolkata's defining civic concern. Crime and violence took a bigger slice of the city's news, up 23.9 points, led by homicide, up 20.36 points; protests and street unrest also edged higher. Governance and corruption receded in attention, but that does not itself prove improvement.

WATCH Watch whether the recent fall in crime coverage lasts beyond the election-heavy period.
Open the full data →

52,238 pieces of news reported

Health

What diseases are rising?

No disease signal is rising in 2024–26 — outbreak coverage is receding. disease outbreak is the most-covered signal.

SignalNews Reported2024–26 Trend
Disease Outbreak278▼ receding
Dengue Outbreak119▼ receding
Viral Outbreak40▼ receding
Pandemic Outbreak38▼ receding
Covid Outbreak31▼ receding
Coronavirus Outbreak30▼ receding
Pandemic Relief18▼ receding
Public-health coverage by year
2026: 542017202654
Summary

The outbreak picture is easing, not gone. Disease outbreaks appeared in 278 items of local coverage, with dengue in 119, and both trends are receding; viral, pandemic and respiratory infection signals are also fading.

WATCH Watch for a fresh turn in dengue or respiratory infection coverage.
Open the full data →

disease signals drawn from local news coverage

Money & governance
Public money

What projects is my government investing in?

other leads 600 tracked announcements — development-authority land purchase, Smart City works and national-highway tenders anchor the money trail.

Announcement themes
Largest place-directed announcements
DateThemeLevelAmountWhat
2024-03TransportNational809.18 CroreIndia's Ministry of Ports, Shipping & Waterways sanctioned a PPP-based project to mechanize Berths…
2024-03TransportNational800-plus CroreThe Indian government approved PPP projects for re-construction and mechanisation of two container…
2023-09AgricultureNationalRs 800 croreThe Indian government approved Rs 800 crore under the PMFME scheme for millet-based food processing…
2022-12Rural DevelopmentState / ProvinceRs 714 croreThe Kolkata state government released Rs 714 crore in rural infrastructure development funds for…
2022-02TransportState / ProvinceRs 700 croreCivil Aviation Minister Scindia stated that the Centre has extensive infrastructure plans for a new…
2024-10AgricultureNationalRupees 664.09 croreIndia's commerce ministry approved a Rs 664.09 crore scheme for tea industry development and…
Summary

Public money is leaning toward connectivity and welfare. Transport accounts for 72 announcements and social welfare 89, while the largest named projects focus on port berths, airport plans, food processing and tea-industry support.

WATCH Watch whether the large transport commitments move from approval into visible delivery.
Open the full data →

amounts are announcement headlines — shown, never summed

Politics

Who runs the political conversation?

7074 statements track Kolkata politics — communal-coded rhetoric runs 9.7% (India ≈11%, developed median 3.65%).

Loudest voices
Stance mix
opposes · 2165supports · 1775condemns · 1456proposes · 1025accuses · 320demands · 161
Summary

Kolkata's political conversation is heavily personalized and highly charged, but its communal framing is below the typical Indian-city context. Mamata Banerjee dominates with 1342 tracked mentions, and 9.7% of political statements carry religious or communal framing, compared with 11% for a typical Indian city.

WATCH Watch whether election intensity crowds out practical debate on city services.
Open the full data →

from political statements naming the city

Economy & work
Jobs

What companies are hiring?

Axis Bank leads 7,209 tracked postings; top advertised role: Business Development Associate.

Top hiring companies · May–Jul 2026
Hiring volume by month · May–Jul 2026
Summary

Hiring is broad, with banks and consulting at the front and technology close behind. Axis Bank leads with 244 openings, followed by EY at 232 and Turing at 179; Kotak Mahindra Bank, TCS and Capgemini reinforce that mixed white-collar market.

WATCH Watch whether technology hiring broadens beyond large service companies and remote-work recruiters.
Open the full data →

7209 job postings tagged to the city in May–Jul 2026 (a floor, not a census)

Jobs

What skills are available?

Most-demanded skills: sales, python, communication skills.

Most-demanded skills
Summary

Employers want commercial fluency as much as code. Sales is the leading advertised skill at 638, ahead of Python at 523 and communication skills at 462; SQL, customer service, lead generation, JavaScript, Git and compliance round out a practical mix.

WATCH Watch for roles combining software ability with sales, compliance or customer-facing work.
Open the full data →

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

Economy

Which industries dominate?

Registered economy: information technology and services, financial services, computer software lead 10,301 tracked companies · biggest tracked employer: Coal India.

Registered companies by industry
Street economy — mapped places
Summary

Kolkata's economy is unusually broad. Retail, manufacturing and technology all share the top 10/10 sector score, with healthcare and education close behind at 9/10; sports, logistics, religion and tourism, and sustainability add further depth.

WATCH Watch whether stronger Asian transport links lift logistics, manufacturing and retail together.
Open the full data →

company registry (startup-skewed) + mapped business places

Economy

Is this city good for manufacturing?

Strong Base (3/4 signals) — each signal below is a live threshold that can fail.

  • 1068 of 10301 registered startups/companies (10%) are manufacturing-adjacent
  • 1496 street-level manufacturer/industrial places on Google Maps
  • 65 manufacturing-category job postings tracked
  • infrastructure news share falling (down 0.5 points)
Summary

Manufacturing is a genuine city strength, not a side note. It has a 3/4 computed score, with 1068 registered manufacturing-adjacent firms and 1496 mapped manufacturer or industrial places; the weak spot is a falling share of infrastructure news.

WATCH Watch whether port, airport and freight investment strengthens industrial hiring.
Open the full data →

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

Startups & capital
Startups

Is there VC activity?

625 of 10,301 tracked companies have raised outside money — #5 among its peer set.

Funded startups — peer cities
Summary

Venture funding exists, but Kolkata is far behind bigger Indian startup hubs. Only 625 of 10301 tracked companies ever raised outside money, against Bengaluru's 6023 funded startups. The city has investors and founders, yet capital depth remains the clear weakness.

WATCH Watch whether seed and later-stage funding begins to catch up with company formation.
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 — 3173 companies founded since 2018 — but capital progression is weak: deadpool 13.2%, and stages are dominated by Unfunded.

Companies founded by year
2026: 6200820266
Stage distribution
Unfunded · 6173Deadpooled · 1365Public · 324Funding Raised · 220Seed · 159Acquired · 96
Summary

Company creation is lively, but durability and funding are uneven. There are 3173 companies founded since 2018, while 13.2% of all tracked companies have shut down; unfunded businesses greatly outnumber those at seed or funding-raised stages.

WATCH Watch whether newer companies survive long enough to attract outside capital.
Open the full data →

gate: ≥150 companies & ≥20 recent founds — passed (10301/3173)

The knowledge engine
Research · Prism stance layer

What research is done IN Kolkata?

Jadavpur University leads ≈40,026 estimated works. 59% of oriented output reads promising/breakthrough — clusters in nanotechnology, machine learning, covid-19.

Institutions (papers in sample)
Research orientation
Opportunities (promising + breakthrough)
Nanotechnology · 36Machine Learning · 31COVID-19 · 29Women's Health · 29Synthesis · 28Material Science · 24MathML · 24
Cautions (cautionary + critical)
COVID-19 · 12Dark Matter · 5Women's Health · 5Agriculture · 3Sustainability · 3Women's Rights · 3Employment · 3
Problems flagged
COVID-19 · 18Healthcare · 16Children's Health · 12Women's Health · 12Climate Change · 11Women's Rights · 8Sustainability · 6
Also: research ABOUT Kolkata →
Summary

Kolkata's institutions produce a deep and optimistic research stream. Jadavpur University contributes 1656 papers and the University of Calcutta 1446, with nanotechnology and machine learning among the strongest opportunity areas; promising and breakthrough work outweighs cautionary or critical work.

WATCH Watch whether strength in materials and machine learning turns into commercial ventures.
Open the full data →

figures marked ≈ are scaled estimates from a partial sample · Prism stance layer over 2017+ papers

Research · Prism stance layer

What research is done FOR Kolkata?

Narrower but distinct: 1079 title-matched works study Kolkata itself — led by urban and rural development challenges, child nutrition and water access, air quality and health impacts.

Top topics in city-focused research
Works about the city by year
2026: 152000202615
Summary

Research on Kolkata concentrates on daily urban pressures. The leading themes are urban and rural development challenges (14), child nutrition and water access (12), and air quality and health impacts (11), with transport, well-being and epidemiology also recurring.

WATCH Watch whether this urban research begins shaping transport, water and health decisions.
Open the full data →

papers whose title or entities mention Kolkata (any author location) · partial sample · distinct from research done at the city's institutions

The pulse
News pulse

What is the news saying?

News attention is 50% negative-toned (typical for city civic coverage) — the volume trend tracks total attention on Kolkata.

Monthly news-feature volume
2026-05-01: 592023-012026-0559
Summary

The city's mood is tense and politics-heavy. Some 50% of coverage reads negative, while elections and politics gained 180% of attention in the latest period and crime fell 67%; this is a sharp news-cycle swing, not proof that underlying conditions changed as quickly.

WATCH Watch whether the political surge fades and everyday city issues regain attention.
Open the full data →

from location-tagged news · sentiment skew is a property of news, not the city

Need to go deeper than a city?

Fliar Prism answers any market, company or research question with the same depth — real-time, across every industry.

Explore Fliar Prism →