Boulder City Intelligence — problems, jobs, startups, research

economic fabric

What is Boulder made of?

💻Technology██████████

🏥Healthcare█████████░

🛍Retail█████████░

🏭Manufacturing█████████░

🌱Sustainability█████████░

🎓Education████████░░

🏟Sports████████░░

🚛Logistics███████░░░

🛕Religion & tourism███████░░░

🌾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.

Crime50→182▲105%

Infrastructure & housing36→9▼86%

Policing Law Enforcement7→20▲61%

Disasters Emergencies44→32▼59%

Public Safety6→16▲50%

Governance31→33▼40%

Terrorism Conflict6→13▲22%

Accidents42→79▲6%

share-of-coverage change, civic corpus through 2026-06-03 · red = growing slice, blue = shrinking

city signals · ai · ground-checked

The character of Boulder

✓Research powerhouse— University and standards institute dominate 8753 sampled papers
✓Technology-led economy— Technology scores 10/10 across coverage, companies and mapped businesses
✓Deep funding bench— 747 tracked companies have raised outside money
✓Active startup pipeline— 617 companies have formed since 2018
✓Climate research strength— Climate change leads the strongest research opportunity areas
✓Institutional employment anchors— Health system, university and school district rank among major employers
✓Service-heavy street economy— Designers, software firms, accountants and recruiters dominate mapped businesses
✓Thin industrial base— Only 3% of registered companies are manufacturing-adjacent

everyday life · ai · ground-checked

Living in Boulder means…

✓working near tech and research— Technology leads sectors; major institutions dominate research
✓learning technical business tools— Python, Excel and SQL lead employer demand
✓sharing town with startups— 617 companies have formed since 2018
✓leaning on big institutions— Health, university and school employers anchor local opportunity
✓following a tense news cycle— Crime attention rose while 40% of coverage reads negative
✓finding professional services nearby— Designers, accountants, recruiters and consultants lead mapped businesses

read from the news record — not a survey

hidden depth · ai · ground-checked

Things most people don't know

The National Institute of Standards and Technology accounts for 2040 papers in the available local-institution sample.
Colorado's $74 million quantum-incubator tax-credit bill is among the largest government commitments tied to Boulder.
Wild Oats is listed as Boulder's largest tracked employer, with 8617 staff.
A $99.6 million U.S. Navy contract to Northrop Grumman for space-vehicle terminals ranks among the largest government actions tied to the city.
Landslides and related hazards are the leading topic in the available research about Boulder.

Civic intelligence · Prism engine

Where does Boulder 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

Fatality-linked news	26.5%here 15.3%benchmark	▼
Road-accident accountability	11.0%here 5.8%benchmark	▲
Enforcement action	23.3%here 20.3%benchmark	▲
Communal politics	5.2%here 3.6%benchmark	▼
Corruption load	0.5%here 1.8%benchmark	▲
Cases concluded	6.1%here 5.5%benchmark	▲

Civic record home Benchmarks The record Justice Events

Open the full data →

Prism civic engine · 9,404 located reports · four chapters + politics and money layers

Civic record

What problems are increasing?

terrorism conflict is taking the fastest-growing slice of the city's news (up 13.6 points), with immigration border next (up 1.6). 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

Fastest-rising specific problems

hate crime attack +9.0 ptstargeted attack +5.3 ptshate crime firebombing +4.5 ptsterror attack +2.2 ptsterrorist attack +1.7 ptshit and run +1.1 ptshomicide attempt +1.1 ptspower outage +0.9 pts

AI verdict · codex · ground-checked

The civic agenda has shifted from broad crime coverage toward targeted violence. Crime and violence took a smaller slice of the city's news (down 6.4 points), while terrorism and conflict took a bigger slice (up 13.6 points), led by hate-crime attacks and firebombing. The 2021 mass shooting remains the stark local reference point.

WATCH Watch whether hate-crime attacks and firebombing keep shaping coverage or begin to recede.

Open the full data →

9,290 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. disease outbreak is the most-covered signal.

signal	news reported	2024–26 trend
disease outbreak	13	▼ receding

Public-health coverage by year

AI verdict · codex · ground-checked

The disease-outbreak signal is light and receding: outbreaks appear only 13 times in local coverage. Yet the Boulder-based a2 Milk infant-formula toxin recall shows how quickly a health concern can return, while the pandemic outbreak's 59–69-death toll remains the grim historical marker.

WATCH Watch for follow-up on the infant-formula recall and any reversal in receding outbreak coverage.

Open the full data →

public_health civic subcats, disease-pattern filtered · complete corpus

Public money

What projects is my government investing in?

other leads 436 tracked announcements — development-authority land purchase, Smart City works and national-highway tenders anchor the money trail.

Announcement themes

Largest place-directed announcements

date	theme	level	amount	what
2014-09	education	state / province	$100 million	Colorado allocated $100 million for public higher education institutions including the University of…
2022-04	defense security	national	$99.6 million	The U.S. Navy awarded Northrop Grumman a $99.6 million contract for space vehicle terminals and rela…
2025-08	education	national	$95 million	Colorado state legislators approved a ballot measure to raise $95 million from the Healthy School Me…
2017-11	defense security	national	$93.7 million	The U.S. Air Force awarded a $93.7 million contract to provide weather system follow-on microwave te…
2024-05	other	national	$74 million	Colorado signed a $74 million tax credit bill to support the construction of a quantum technology in…
2015-02	education	state / province	$69.7 million	The University of Colorado Boulder campus proposes a 3.0% tuition increase for in-state undergraduat…

AI verdict · codex · ground-checked

The funding agenda leans toward people and knowledge: social welfare appears in 74 announcements and education in 69. Colorado's $100 million allocation for public higher education is the standout, while later backing for a quantum technology incubator connects public spending to a future-facing industry.

WATCH Watch whether the quantum incubator turns public backing into visible company formation.

Open the full data →

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

Politics

Who runs the political conversation?

1072 statements track Boulder politics — communal-coded rhetoric runs 3.2% (developed-world median ≈3.65%; a typical Indian city runs ≈11%).

Loudest voices

Stance mix

supports · 438opposes · 308condemns · 183proposes · 103demands · 13endorses · 12

AI verdict · codex · ground-checked

Religion and communal identity play a limited role in tracked political conversation: 3.2% of 1072 mentions carry that framing, below the developed-world median of 3.65%. Donald Trump is the loudest named voice, but state, university, legal and city figures also appear prominently.

WATCH Watch whether national figures continue to overshadow local officeholders in the city's political conversation.

Open the full data →

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

Jobs

What companies are hiring?

VirtualVocations leads 13,969 tracked postings; top advertised role: Construction Manager.

Top hiring companies

Hiring volume by month

AI verdict · codex · ground-checked

The hiring board has an unusual leader: VirtualVocations accounts for 702 ads, far ahead of Mercor's 178 and Sovrn's 164. Boulder Community Health and the University of Colorado Boulder add a strong institutional lane, so advertised opportunity extends beyond the leading recruiter names.

WATCH Watch whether direct hiring by the university and health system gains ground on recruiter-led listings.

Open the full data →

13969 job postings tagged to the city (a floor, not a census)

Jobs

What skills are available?

Most-demanded skills: python, excel, sql.

Most-demanded skills

AI verdict · codex · ground-checked

Employers want a hybrid technical toolkit: Python leads with 156 mentions, Excel follows at 136 and SQL at 94. Cloud platforms, multiple programming languages and office tools also make the list, favoring people who can move between analysis, engineering and everyday business work.

WATCH Watch whether AWS and Kubernetes gain ground in future hiring.

Open the full data →

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

Economy

Which industries dominate?

Registered economy: computer software, health, wellness and fitness, information technology and services lead 3,914 tracked companies · biggest tracked employer: Wild Oats.

Registered companies by industry

Street economy — mapped places

AI verdict · codex · ground-checked

The economy is technology-led but not technology-only: technology scores 10/10, with healthcare and sustainability each at 9/10. Software and internet companies provide registry depth, while retail, education and sports widen the mix.

WATCH Watch whether sustainability and healthcare generate more hiring and company formation.

Open the full data →

company registry (startup-skewed) + mapped business places

Economy

Is this city good for manufacturing?

Weak Base (0/4 signals) — each signal below is a live threshold that can fail.

113 of 3914 registered startups/companies (3%) are manufacturing-adjacent
infrastructure news share falling (down 0.0 points)

AI verdict · codex · ground-checked

The industrial base is thinner than the sector's visibility suggests: just 113 of 3914 registered companies are manufacturing-adjacent, or 3%. Boulder Imaging's growth investment gives machine vision a concrete industrial story, but the registry still describes a weak manufacturing base.

WATCH Watch whether Boulder Imaging's growth investment draws more production-oriented companies into the local base.

Open the full data →

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

Startups

Is there VC activity?

747 of 3,914 tracked companies have raised outside money — #1 among its peer set.

Funded startups — peer cities

AI verdict · codex · ground-checked

Boulder has a deep outside-funding bench: 747 companies have ever raised money, compared with 362 in Ann Arbor and 183 in Boise. Halter's recently announced Series E shows that sizeable growth rounds are still landing alongside that broad funded-company base.

WATCH Watch how much new money reaches seed-stage companies beyond headline growth rounds.

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 — 617 companies founded since 2018 — but capital progression is weak: deadpool 7.0%, and stages are dominated by Unfunded.

Companies founded by year

Stage distribution

Unfunded · 947Acquired · 304Deadpooled · 295Seed · 175Funding Raised · 168Private · 107

AI verdict · codex · ground-checked

Company formation is active, but much of the ecosystem remains unfinanced: 617 companies have been founded since 2018, while 947 tracked firms sit unfunded. The 7.0% shutdown rate is the honest counterweight to the city's entrepreneurial energy.

WATCH Watch whether the unfunded cohort moves into seed rounds or begins to swell the shutdown count.

Open the full data →

gate: ≥150 companies & ≥20 recent founds — passed (3914/617)

Research · Prism stance layer

What research is done IN Boulder?

University of Colorado Boulder leads ≈61,271 estimated works. 50% of oriented output reads promising/breakthrough — clusters in climate change, machine learning, mathml.

Institutions (works, shard)

Research orientation

Opportunities (promising + breakthrough)

Climate Change · 68Machine Learning · 67MathML · 43Sustainability · 31Materials Science · 30Material Science · 27Nanotechnology · 25

Cautions (cautionary + critical)

Climate Change · 42Machine Learning · 12Education · 11COVID-19 · 9NASA · 9Sustainability · 8Antarctica · 8

Problems flagged

Climate Change · 44Education · 20Sustainability · 19Research · 18Machine Learning · 15Artificial Intelligence · 12COVID-19 · 9

Also: research ABOUT Boulder →

AI verdict · codex · ground-checked

Research is a core city function: the available sample contains 8753 papers, led by the University of Colorado Boulder with 6756 and the National Institute of Standards and Technology with 2040. Climate change, machine learning and materials science stand out across work described as breakthrough, promising and cautionary.

WATCH Watch how climate and machine-learning research balances promising findings against caution.

Open the full data →

⚠ 1-of-7 research sample (8753 papers on this node, ≈×7 corpus) · Prism stance layer over OpenAlex 2017+

Research · Prism stance layer

What research is done FOR Boulder?

Narrower but distinct: 3337 title-matched works study Boulder itself — led by landslides and related hazards, geology and paleoclimatology research, earthquake and tectonic studies.

What is the news saying?

News attention is 40% negative-toned (typical for city civic coverage) — the volume trend tracks total attention on Boulder.

Monthly news-feature volume

AI verdict · codex · ground-checked

The current news mood is uneasy: 40% of coverage reads negative, and crime attention rose 105% in the latest window while public safety rose 50%. Those are shifts in attention, not proof that daily life worsened, but they leave the city's recent news feeling distinctly more anxious.

WATCH Watch whether crime-heavy coverage persists or gives way to infrastructure, housing and emergency concerns.

Open the full data →

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