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← By Sector
Hazard Risk Per Resident — By Sector
The same FEMA data, ranked by expected annual loss per resident instead of the county total -- so a small county with real exposure isn't buried under a handful of huge ones. Shown alongside Social Vulnerability and Community Resilience: what actually separates a bad storm from a catastrophe.
A raw total rewards scale — a huge county racks up a bigger number partly because there's simply more there to lose, not because any one resident faces more danger. Dividing by population fixes that. But the dollar figure alone still isn't the whole story: Social Vulnerability and Community Resilience are what actually separate a bad storm from a catastrophe — Hurricane Katrina made landfall as "only" a strong Category 3, and it became the deadliest disaster in this dataset's memory because of who could evacuate and whether the levees held, not because the wind was unsurvivable. Money buys mobility — a car, a place to go, the ability to miss work — so Lack of Reliable Transportation (the share of adults without it) is shown alongside as the closest available read on who actually can't leave. A high resilience score today can reflect real rebuilding since a past disaster, not a claim that the disaster didn't happen.

A small county landing near the top of this list isn't a math artifact to wave away — it's a different kind of signal than a big county in the same spot. The same dollar total that would barely register against Los Angeles's economy can be a meaningful share of a small county's whole tax base, workforce, or population. A high per-resident number in a small place isn't necessarily "this individual is in more danger" — it's closer to "one bad year could reshape this place's economy or its culture," which a huge, diverse county can absorb in a way a small one can't. Population is shown for every row so you can read the number in that context, not to discount it.
Not the sector's own per-resident loss -- a sector has no residents. This is the average per-resident exposure of the places where this sector's companies are headquartered, weighted by company count per state. Population and the Social Vulnerability/Community Resilience/Transportation columns below describe the states, not the sector itself.
219 sectors ranked, highest expected loss per resident first
# Sector Expected Loss / Resident / Yr Companies States
1 Oil and Gas $1,282 1 1
2 Nuclear Microreactors $770 1 1
3 National Security AI $770 1 1
4 Auto $770 1 1
5 Autonomous Maritime Systems $770 1 1
6 Bicycle component & frame manufacturing — Tom Ritchey, MTB pioneer (50+ yrs); road / gravel / MTB $770 1 1
7 Bicycle component manufacturing — tires, saddles, rims, hubs (Marin County, since 1982) $770 1 1
8 Bioanalytical solutions — protein & cell biology for life-science research & biopharma (Danaher Corp.) $770 1 1
9 Healthcare Credentialing / Provider-Network AI $770 1 1
10 Salesforce / Cloud Consulting $770 1 1
11 Consumer $770 2 1
12 Consumer Tech $770 4 1
13 Defense Logistics Software $770 1 1
14 Defense Manufacturing $770 1 1
15 Space / Orbital Services & SDA $770 1 1
16 Electric Motors & Actuation Systems $770 1 1
17 Hardware $770 2 1
18 Marine tech for inland-waterway fleet operators $725 1 1
19 Eczema-focused natural skincare $725 1 1
20 Digital marketplace for bulk aggregate $725 1 1
21 Benefits access for independent restaurant workers $725 1 1
22 High-protein zero-sugar plant-based cereal (CPG) $725 1 1
23 Marketplace for women entrepreneurs to barter skills $725 1 1
24 Cannabis seltzer beverage brand (CPG) $725 1 1
25 Minimally invasive cryotherapy for veterinary tumor care $725 1 1
26 Data analytics/AI consultancy for govt + tech $725 1 1
27 AI/biomarker techbio predicting antibiotic resistance $725 1 1
28 Tech startup (Nexus Technology Cup Open Track) $725 1 1
29 Slack/Teams-native employee recognition platform $725 1 1
30 Scanning to map coastal property vulnerabilities $725 1 1
31 AI carbon-tracking & tax-credit automation $725 1 1
32 Safety/efficiency tool for oil & gas workers $725 1 1
33 SaaS for legal / property-ownership intelligence $725 1 1
34 Residential solar & efficiency for low-to-moderate income $725 1 1
35 Recycles glass into sand/gravel for coastal restoration $725 1 1
36 Tech startup (Nexus Technology Cup) $725 2 1
37 AI SaaS for active learning / classroom engagement $725 1 1
38 Test-prep technology for schools/districts $725 1 1
39 Personal/industrial cooling technology $725 1 1
40 Online marketplace for buying/selling cars $725 1 1
41 AI startup $725 1 1
42 AI surfacing insights from people with disabilities $725 1 1
43 Workforce training/competency platform $725 1 1
44 Marketing Tech $717 1 1
45 Aerospace $717 1 1
46 AI Application $711 19 2
47 AI Infrastructure $706 15 3
48 DeepTech / Other $648 3 2
49 Customer-engagement platform for independent restaurants/retailers $638 1 1
50 Transdermal kidney-function (GFR) monitoring $638 1 1
51 Diagnostics for peripheral arterial disease $638 1 1
52 3D-printed porous orthopedic & spine hardware $638 1 1
53 Durable carrying cases for emergency medicines $638 1 1
54 EdTech teaching STEM to deaf K-12 students in ASL $638 1 1
55 Real-time contact-center AI / agent guidance $638 1 1
56 Marketplace connecting boaters with marine services $638 1 1
57 Platform to plan/visualize/furnish spaces $638 1 1
58 Plant protein from alfalfa $638 1 1
59 Medical Robotics $638 1 1
60 Noninvasive stool-RNA colorectal cancer screening $638 1 1
61 Nonstationary spectrum / spiral signal modulation $638 1 1
62 Adult ice cream flavors sold at STL stadiums $638 1 1
63 AI for Social Security disability applications $638 1 1
64 Allogeneic CAR-T / NK-cell immunotherapies $638 1 1
65 Automatic planters watered monthly $638 1 1
66 Consumer / cookie brand $638 1 1
67 Software $604 7 4
68 ClimateTech / Energy $592 9 4
69 Fintech $571 4 3
70 Semiconductors $557 3 3
71 Software / SaaS $538 14 4
72 Defense $529 3 3
73 Durable Goods $527 8 3
74 Wealth & Capital Markets $505 1 1
75 Satellite / edge-computing network infrastructure $495 1 1
76 Conversational AI recruiting/HR tech $495 1 1
77 CPG retail-execution / field-team software $495 1 1
78 Responsive fundraising / nonprofit CRM $495 1 1
79 Enterprise passwordless multi-factor authentication $495 1 1
80 Medical devices for newborn phototherapy $495 1 1
81 Insurance CRM / AMS for agencies $495 1 1
82 Femtech / women brain-health (menopause) $495 1 1
83 On-demand dental staffing marketplace $495 1 1
84 AI soft-tissue lesion detection imaging $495 1 1
85 Remote patient monitoring / telehealth $495 1 1
86 Preventive care benefits network $495 1 1
87 Premium headwear retailer $495 1 1
88 AI SaaS for beauty/wellness marketing $495 1 1
89 Partner relationship management / channel (Channelscaler) $495 1 1
90 Smart-home automation for rental operators $495 1 1
91 Digital freight-matching platform $495 1 1
92 School enrollment / marketing for K-12 $495 1 1
93 AI aircraft records management $495 1 1
94 Defense / Aerospace $494 18 5
95 Crypto / Web3 $491 2 2
96 Enterprise SaaS $474 49 9
97 Cybersecurity $469 3 3
98 Healthcare $461 9 6
99 Biotech / Pharma $454 5 3
100 Handcrafted waffle-sandwich food brand $452 1 1
101 Tools for rideshare drivers $452 1 1
102 Organic RTD / cold-brew coffee $452 1 1
103 Virtual care for obstructive sleep apnea $452 1 1
104 On-demand attorney guidance app for drivers $452 1 1
105 AI supply-chain / quality-management SaaS $452 1 1
106 AI virtual queue for hospital rounding times $452 1 1
107 All-in-one software for charitable foundations $452 1 1
108 Minne Inno 2024 startup to watch $452 1 1
109 Women primary care clinics $452 1 1
110 K-12 student-transportation optimization $452 1 1
111 Bicycle manufacturing — adventure / gravel frames (QBP brand) $452 1 1
112 Bicycle manufacturing — steel utility / touring frames (QBP brand) $452 1 1
113 AI small-business tools for underestimated founders $452 1 1
114 Co-created apparel from real people stories $452 1 1
115 AgTech $452 1 1
116 Prior-authorization automation for health payers $452 1 1
117 Cardiac monitoring $452 1 1
118 Systematic-review / meta-analysis research software $452 1 1
119 Sports-organizing platform $452 1 1
120 AI healthy-habits / digital-wellbeing app $452 1 1
121 SEL + 1:1 virtual counseling for K-12 $452 1 1
122 Capacity / resource planning for service firms $452 1 1
123 Employer-sponsored integrated primary care clinic $452 1 1
124 Embedded insurance infrastructure for platforms $452 1 1
125 AI for student-athlete mental performance $452 1 1
126 IT Services $439 5 3
127 Cross-platform games / gaming technology $437 1 1
128 AI claims-letter generation for P&C insurers $437 1 1
129 Retail Tech $437 1 1
130 AI-native property management software $437 1 1
131 AI-native OS for FDA regulatory submissions $437 1 1
132 AI platform for financing energy / RE / infra projects $437 1 1
133 Ultra-low-cost leisure airline $437 1 1
134 Third-party enterprise software support (Oracle / SAP) $437 1 1
135 E-commerce / online shoe & apparel retailer (Tony Hsieh; now Amazon-owned) $437 1 1
136 Gaming $437 1 1
137 Gaming technology + fintech/payments for casinos $437 1 1
138 Housing Tech $437 1 1
139 Hyperscale data-center infrastructure (the Core campuses) $437 1 1
140 Manufacturing $437 1 1
141 Storage & Communications $435 1 1
142 Cybersecurity / Data Protection $435 1 1
143 Data Management / Health & Gov IT $435 1 1
144 Fintech & Payments $424 4 2
145 Health-Tech $416 3 2
146 Local marketing automation / ad tech $405 1 1
147 SaaS for rental operators managing pets/ESAs $405 1 1
148 Fintech / SaaS $405 1 1
149 Foodservice data and marketing software $405 1 1
150 AI search engine for engineers sourcing microchips $405 1 1
151 Cloud marketplace sales platform $405 1 1
152 Temperature-controlled blood-transport container $405 1 1
153 Advanced ceramic fiber materials $405 1 1
154 Cybersecurity pentest reporting/management $405 1 1
155 Applicant screening via instant phone interviews $405 1 1
156 NIL platform for student-athletes $405 1 1
157 Networking $405 1 1
158 Medical device to help prevent pre-term birth $405 1 1
159 AgTech & Food $402 2 2
160 Medical Devices $383 5 5
161 Gaming & Digital Media $380 2 2
162 Pharmaceuticals $378 6 4
163 Space Domain Awareness $373 1 1
164 AI Infrastructure / Energy $373 1 1
165 Cleantech / Fintech $373 1 1
166 EdTech $373 1 1
167 Hardware / EdTech $373 1 1
168 Advertising Tech $373 1 1
169 Infrastructure $373 1 1
170 Cleantech / AI $373 1 1
171 Life Sciences $359 16 3
172 Nuclear $347 1 1
173 AI & Machine Learning $326 28 2
174 Clean Energy & Solar $326 3 3
175 Crypto & Digital Assets $309 1 1
176 Drones & Autonomous Systems $309 1 1
177 Diagnostics $309 1 1
178 Climate & Environment $309 4 1
179 Sensors & IoT Hardware $309 2 1
180 Digital Health $309 1 1
181 Defense & Aerospace $309 1 1
182 Marketing & AdTech $309 1 1
183 Photonics & Optics $309 1 1
184 Insurtech $309 1 1
185 Construction & Building Tech $309 1 1
186 Biotech $305 4 2
187 Naval Shipbuilding $302 1 1
188 Hydroelectric $302 1 1
189 White-label SaaS for vehicle ownership $284 1 1
190 White-label financial-wellness fintech for banks $284 1 1
191 Connected-vehicle real-time hazard alerts $284 1 1
192 Deep learning + autonomous drones for first responders $284 1 1
193 Urgency-marketing / promotions platform for brands $284 1 1
194 Marketplace for sneakers + high-demand consumer goods $284 1 1
195 Jamaican hibiscus ready-to-drink tea $284 1 1
196 Investment-management platform for private fund managers $284 1 1
197 Copy-trading + community for retail investors $284 1 1
198 Insurtech MGA for manufactured / specialty home insurance $284 1 1
199 Mobility Innovation District $284 1 1
200 In-car payments/commerce via geolocation $284 1 1
201 Marketplace for SMBs to trade receivables $284 1 1
202 Autonomous vehicle / robotaxi technology $284 1 1
203 On-demand jewelry manufacturing / 3D printing $284 1 1
204 Open-source AI / computer-vision data curation $284 1 1
205 Predictive AI for vehicle maintenance $284 1 1
206 Fabless edge-AI inference accelerator chips $284 1 1
207 Electric off-road adventure vehicles $284 1 1
208 Robotics for automated tire replacement $284 1 1
209 Same-day local beauty delivery $284 1 1
210 Digitizes airspace for drones / urban air mobility $284 1 1
211 Robotics $276 7 3
212 Biotech & Drug Discovery $218 3 2
213 Nuclear (decommissioned) $211 1 1
214 Cybersecurity / Privacy $211 1 1
215 Other $172 1 1
216 Gene Therapy $172 1 1
217 Biodefense / Biotech $172 1 1
218 Enterprise IT / Cybersecurity $172 1 1
219 Vaccines / Biotech $172 1 1