Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗
the United States’s
transportation and logistics industry,
in focus.
The companies, capital and talent shaping transportation and logistics in the United States. Find the leaders. Understand the segments. See where the activity is.

An industry ecosystem,
measured in context.
MEET THE COMPANIESExplore the United States’s transportation and logistics leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Expand panel +
Explore the United States’s transportation and logistics leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Company discovery
Recorded evidence onlyExplore the live startup set in Radar
No company example met every recorded classification, independence and public-profile gate in this snapshot. The live directory may have newer qualifying companies.
Explore classified startups in Radar ↗Transportation and Logistics industry KPIs in the United States
A few useful ratios bring the size of this ecosystem into perspective.
1,633 of 20,519 tracked companies have open roles.
542 of 20,519 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 622 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 37.2% of disclosed capital, while 97.4% of tracked companies have no recorded funding round.
Explore the segments →CAPITAL & COMPANY FORMATIONHow the United States transportation and logistics has grown
Recorded company formation and disclosed funding across the complete annual series shown.
Expand panel +
How the United States transportation and logistics has grown
Recorded company formation and disclosed funding across the complete annual series shown.
Disclosed funding by year
Sum of recorded funding rounds · USD
View the numbers
| Year | Funding (USD) | Founded | Raising |
|---|---|---|---|
| 2016 | $2.74B | 438 | 15 |
| 2017 | $1.32B | 457 | 23 |
| 2018 | $8.87B | 503 | 35 |
| 2019 | $14.97B | 503 | 36 |
| 2020 | $6.38B | 520 | 30 |
| 2021 | $7.92B | 488 | 39 |
| 2022 | $4.78B | 473 | 49 |
| 2023 | $2.04B | 396 | 44 |
| 2024 | $3.3B | 77 | 38 |
| 2025 | $3.29B | 21 | 114 |
Funding concentration
Share of all disclosed company funding.
- Hertz15.0%
- Aviation Capital Group12.4%
- Air Lease9.9%
- Other companies62.8%
Funding by stage
754 recorded rounds since 2016
Investors appearing most often
Recorded participation in transportation and logistics company rounds since 2016.
- 01U.S. Department of Transportation 205 rounds
- 02Europa 21 rounds
- 03United States Department of Agriculture 11 rounds
- 04USGS 8 rounds
- 05FEMA 7 rounds
- 06OSTI 4 rounds
- 07Weatherford Capital 3 rounds
- 08Calibrate Ventures 3 rounds
- 09Craft Ventures 3 rounds
- 010Peloton Equity 3 rounds
Recent recorded rounds
Latest recorded rounds · USDBacked by .
Backed by Sun European Partners.
Largest and notable recorded rounds
Each card is one recorded roundParticipating investors were not recorded in this snapshot.
Participating investors were not recorded in this snapshot.
Backed by Stonepeak and Lineage and others.
Participating investors were not recorded in this snapshot.
Backed by Knighthead Capital Management and BlackRock.
Participating investors were not recorded in this snapshot.
Participating investors were not recorded in this snapshot.
Backed by Hanwha and Hanwha Aerospace.
Participating investors were not recorded in this snapshot.
Participating investors were not recorded in this snapshot.
THE BUSINESS BEHIND THE ACTIVITYRevenue, profitability & financial strength
Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.
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Revenue, profitability & financial strength
Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.
Display conversions use the dated reference rates above. Where a verified rate is unavailable, figures retain their source currency. Each reporting cohort keeps its currency and accounting basis separate.
FY2025 · annual statements grouped by reported fiscal year; exact entity periods remain on preview rows · 36 reporting entities from 62 eligible matches.
Sum of reporting-entity revenue; not the United States market sales.
Combined result for the same cohort.
Combined net income ÷ combined revenue.
The middle covered reporting entity.
23 of 36 covered entities.
Share of covered revenue from the five largest entities.
Annual account trend
Reported cohort totals by year; coverage is stated for every period.
Bar height shows revenue. Changes in coverage can affect totals.
Profitability has two perspectives
FY2025 · 36 reporting entities
Open the company accounts
Up to eight fixed company previews show financial amounts. Search and sort the wider company list, then continue in Radar.
| Company / reporting entity | Revenue | Net profit / loss | Net margin | Revenue growth | Total assets |
|---|---|---|---|---|---|
| United Parcel Service ↗1090727 | $88,661.0m | $5,572.0m | +6.3% | — | — |
| Delta ↗27904 | $63,364.0m | $5,005.0m | +7.9% | — | — |
| United Airlines ↗100517 | $59,070.0m | $3,353.0m | +5.7% | — | — |
| C.H. Robinson Worldwide ↗1043277 | $16,232.8m | $587.1m | +3.6% | — | — |
| J.B. Hunt Transport ↗728535 | $11,999.1m | $598.3m | +5.0% | — | — |
| JetBlue ↗1158463 | $9,062.0m | $-602.0m | -6.6% | — | — |
| XPO Logistics ↗1166003 | $8,157.0m | $316.0m | +3.9% | — | — |
| Hertz ↗1657853 | $244.0m | $-747.0m | -306.1% | — | — |
Explore full company accounts and filings.
Explore a reporting entity
Choose “View accounts” to inspect an available company preview.
How does transportation and logistics compare?
Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.
| Industry | Covered / eligible | Revenue total | Median revenue | Net profit / loss | Aggregate margin | Profitable share | Overlap |
|---|
Available-account cohorts are not estimates of whole industries. Overlapping entities can occur in more than one cohort; do not add cohort totals.
Coverage, calculations & financial sources
Filed annual accounts for exact designated national identifiers. Every aggregate and peer pair uses one fiscal year, source currency and reporting basis; periods, coverage and overlap are explicit; 2026 partials are excluded.
The same up to eight reporting entities remain open across years, filters and sorts. Other company figures are available in Radar.
Source currencies and accounting bases stay separate. Missing accounts are excluded rather than treated as zero. Exact reporting periods appear on company previews. Annual totals can change with coverage and do not measure growth of a fixed company cohort.
Web traffic, app reach and release cadence
How the the United States companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
Busiest websites
95 of the 20,528 companies on this page carry a measured traffic record (0.5%); these are the largest of those, by monthly visits. The median among them is 373,988 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| FedExfedex.com | 205,225,134 | 89 | 76.4% |
| United Parcel Serviceups.com | 169,779,667 | 89 | 76% |
| Deltadelta.com | 39,788,412 | 84 | 56.7% |
| Southwest Airlinessouthwest.com | 34,607,617 | 82 | 65.1% |
| United Airlinesunited.com | 34,196,719 | 82 | 57.7% |
| Amtrakamtrak.com | 17,742,414 | 74 | 71.2% |
| U-Hauluhaul.com | 17,731,632 | 79 | 79.8% |
| Alaska Airlinesalaskaair.com | 13,612,708 | 73 | 59.4% |
| Frontier Airlinesflyfrontier.com | 12,652,077 | 75 | 67.2% |
| JetBluejetblue.com | 10,777,626 | 73 | 62.6% |
Visits and authority are third-party web estimates, not company-reported figures.
Most-installed apps
525 of these companies (2.6%) publish at least one Android app — 741 apps in all, carrying 196.7M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| United AirlinesUnited Airlines | 29.3M | 4.7 | Travel & Local |
| Fly DeltaDelta | 26.8M | 4.7 | Travel & Local |
| Southwest Airlines: Travel AppSouthwest Airlines | 23.2M | 4.4 | Travel & Local |
| UPSUnited Parcel Service | 21.6M | 4.5 | Business |
| FedEx MobileFedEx | 17.5M | 3.8 | Business |
| AmtrakAmtrak | 9.4M | 4.3 | Travel & Local |
| Frontier AirlinesFrontier Airlines | 8.4M | 4.8 | Travel & Local |
| JetBlue - Book & manage tripsJetBlue | 7.8M | 4.5 | Travel & Local |
| Alaska HawaiianAlaska Airlines | 7.2M | 4.2 | Travel & Local |
| U-HaulU-Haul | 6.9M | 3.1 | Travel & Local |
Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.
App reach by segment
The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2024Q1–2026Q2).
| Segment | Apps | Installs | Leading app | Release trend |
|---|---|---|---|---|
| Passenger Airlines | 19 | 121.9M | United Airlines 29.3M | |
| Cep | 21 | 39.4M | UPS 21.6M | |
| Supply Chain Services | 24 | 22.1M | Navisphere Carrier 279K | |
| Passenger Rail Operators | 22 | 16.1M | Amtrak 9.4M | |
| Car Rentals | 108 | 10M | Avis Car Rental 2.9M | |
| Trucking | 167 | 9.4M | U-Haul 6.9M | |
| Bus Operators | 80 | 7.4M | NJ TRANSIT Mobile App 2.9M | |
| Freight Forwarders | 194 | 4.7M | uShip 993.8K |
A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.
Release cadence by quarter
New apps published, beside apps whose most recent update landed in that quarter — the second bar is how much of the shelf is still being maintained.
Darker bars are new releases, lighter bars apps updated. 720 of 741 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.
INSIDE THE INDUSTRYThe the United States transportation and logistics market map
Explore the segments behind the headline numbers.
Expand panel +
The the United States transportation and logistics market map
Explore the segments behind the headline numbers.
Where companies are building
Rank segments by scale, hiring or disclosed funding.
Companies can sit in several segments. Counts and funding overlap.
Inc 5000
The largest measured segment in this report snapshot.
55 companies hiring · $1.04B disclosed funding
Explore in RadarHow companies make money
Common revenue models; a company can use more than one.
THE COMPANIES IN MOTIONWho is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
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Who is listing, hiring leaders, launching and winning work
Recorded corporate activity linked to companies in this landscape.
Recent corporate headlines 10 dated reports
In 2022, Spirit entered a $7.6 billion merger agreement under which JetBlue would acquire it, effectively establishing the fifth-largest carrier in the country.
today confirmed that Diana Shipping, Inc. (NYSE: DSX) has commenced a conditional, unsolicited tender offer to acquire all of the outstanding shares of Genco not already owned by Diana for $23.50 per share in cash.
The estimated cost of acquiring the airline is around $1.7 billion.
Sun Country Airlines and Allegiant Airlines have decided to merge, believing that additional value for shareholders can be unlocked by bringing these two airlines together.
STAMFORD – Aircastle Limited announced and its wholly-owned subsidiary, Aircastle (Ireland) Designated Activity Co., on April 23 priced $650 million aggregate principal amount of 5.000% Senior Notes due 2031 at an issue price of 99.636%.
American Airlines said it’s not engaged with or interested in any discussions regarding a merger with rival United Airlines, dampening the prospect of a tie-up that could reshape the industry.
Sun European investing in aerospace logistics specialist B&H Worldwide as part of a broader buy-and-build strategy.
TA Dedicated was formed in 2022 following the merger of Transport America and UPS Dedicated.
TA Dedicated has acquired Minneapolis-based Triangle Warehouse, expanding its warehousing and distribution capabilities in the Upper Midwest.
Jet.AI Inc. ("Jet.AI" or the "Company") (Nasdaq: JTAI), an emerging provider of high-performance GPU infrastructure and AI cloud services, today announced that the parties have agreed to extend the outside date of the merger agreement between flyExclusive, Inc. (NYSE American: FLYX) ("flyExclusive") and Jet.AI to June 30, 2026, with closing expected in the second quarter of 2026.
Full recorded event mix
Top 10 categories among 7,366 recorded events in the 24-month window.
IPO pipeline
20 companies with recorded IPO activity
IPO2 reports
IPO · Frankfurt Stock Exchange4 reports
IPO · NASDAQ1 reports
IPO2 reports
IPO activity1 reports
IPO · NYSE American1 reports
IPO1 reports
IPO · NYSE4 reports
Leadership moves
183 tracked people moves
Promotion Chairman
Appointment Chief Information Officer
Promotion Chief Executive Officer
Promotion New leadership role within the marketing department at Delta Air Lines
Appointment Chief Executive Officer
Appointment Chief People Officer
Retirement Previously President of Millis Transfer
Appointment Chief Technology Officer
Product launches
Products, platforms and features in the recorded window
Affiliate Network
Supply Chain Visibility Platform
Feature
AI Studio
AI-powered procurement platform
Feature
AI execution intelligence platform
In-vehicle checkout workflow
Contract wins
235 recorded customer wins
Customer: My FreighterAviation/Cargo
Customer: tri global energyWind Energy
Customer: My FreighterAir Cargo
Customer: jetblueAviation
Customer: aerfinAerospace
Customer: LATAM Airlines BrasilAviation
Workforce actions
22 companies with reported reductions
17,000 rolescost reduction
176 rolescontract not renewed
865 rolesclient contract termination
153 rolescontract non-renewal
107 rolesnetwork reshuffle
2,905 rolesAI-driven cuts
Regulatory events
92 recorded events
merger blockedDOJ
declared effectiveU.S. Securities and Exchange Commission
Louisiana Public Service Commission
Litigation
28 tracked suits
liability management transaction disputeCivil · Settled
rights impairment litigationCivil · Settled
Earnings pulse
Reported company results in the recorded window.
Median across 1,205 reported growth observations; companies may contribute multiple periods.
Mergers and acquisitions
Company-linked deal reports; status is preserved as recorded.
| Acquirer → target | Status | Date | Value / context |
|---|---|---|---|
| BRICKMAN GROUP→ValleyCrest Landscape Cos. | Completed | 2026-06-30 | Not stated in snapshot |
| Spirit Airlines→Frontier Airlines ↗ | Announced | 2026-06-30 | Not stated in snapshot |
| transforce→Transport America ↗ | Announced | 2026-06-02 | $310.0M |
| M2I Global→Volato ↗ | Announced | 2026-05-07 | Not stated in snapshot |
| diana shipping→Genco Shipping & Trading Limited ↗ | Announced | 2026-05-05 | Not stated in snapshot |
| JetBlue→spirit | Terminated | 2026-05-04 | $7.6B |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
PEOPLE & OPPORTUNITYThe talent market
61,869 postings in the preceding 12 months. The full 96,380-posting snapshot covers 1,486 employers.
Expand panel +
The talent market
61,869 postings in the preceding 12 months. The full 96,380-posting snapshot covers 1,486 employers.
Most advertised job titles
644 tracked postings mention remote work.
The seniority mix
17,534 postings specify a level.
Skills employers mention
Top skills across 96,380 tracked postings in the available jobs snapshot.
Median across 16,086 postings with pay data, expressed in USD.
Salary by seniority
Advertised posting medians do not describe all employees or roles.
Companies hiring
Large employers
| Company | Employees |
|---|---|
| FedEx ↗ | 430,000 |
| American Airlines ↗ | 132,100 |
| United Airlines ↗ | 103,300 |
| Delta ↗ | 103,000 |
| Carnival Corporation ↗ | 92,000 |
| Southwest Airlines ↗ | 66,656 |
| Enterprise Mobility ↗ | 56,349 |
| DSV Road Transport ↗ | 55,000 |
THE PEOPLE BUILDING THE FIELDFounders and leaders
1,466 founders and chief executives across 1,473 companies.
Expand panel +
Founders and leaders
1,466 founders and chief executives across 1,473 companies.
Greg Lehmkuhl
Lineage ↗Ex-Con-way Freight, Menlo Worldwide. Oakland University MBA 1998
Mario Harik
XPO Logistics ↗CEO XPO, ex-OAKLEAF Waste Management, Tallan, Co-Founder G3 Analyst. American University of Beirut BE 2002
Vivek Kaushal
Global Jet Capital ↗Global Jet Capital, ex-Ge Capital, ex-Ge Capital Fleet Services, Indian Institute of Management, Calcutta, 1992
Frank Rio
Norwegian Cruise Line Holdings ↗ex- CEO Prestige Cruise Holdings. University of Florida
Mike Berger
ATSG ↗Air Transport Services, ex-Tnt, ex-Dhl, Temple University, 1983
Katie Farmer
BNSF Railway ↗Texas Christian University - M.J. Neeley School of Business BBA, Texas Christian University MBA
Vic LaRosa
Total Transportation Services ↗Ex- WTC Airfreight. Rider University BA 1972
Austin Willis
Willis Lease Finance ↗Ex-Owner Aviation Management, JT Power. University of Denver, The London School of Economics and Political Science
Javier Del Olmo
MODA Midstream ↗Moda Midstream, ex-Enbridge, ex-Oiltanking North America, Universidad Simón Bolívar, 1970
Neal Rider
Emergent Cold LatAm ↗Ex-Founder & CEO AGRO Merchants Group, Americold Logistics. University of Montana BS 1984, University of Utah MBA 1987
Joyce Hardman
DART ↗Ex-Bright Horizons, Medica Health Management
Sean Sullivan
VMO Air ↗Ex-Vx Capital Partners, AerCap, Allco Finance Group, Bank of America Leasing & Capital. UC San Diego BA 1991…
Education networks
60 profiles with education records.
Prior employers
9 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
NEWS INTELLIGENCEHow this industry appears in the news
426,753 articles in the measured 12-month window.
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How this industry appears in the news
426,753 articles in the measured 12-month window.
News volume trends
Transportation and Logistics coverage across United States · articles per complete quarter
View quarterly article counts
| Quarter | Articles |
|---|---|
| 2021Q2 | 72,849 |
| 2021Q3 | 73,550 |
| 2021Q4 | 66,893 |
| 2022Q1 | 73,101 |
| 2022Q2 | 74,688 |
| 2022Q3 | 71,141 |
| 2022Q4 | 74,499 |
| 2023Q1 | 80,023 |
| 2023Q2 | 83,624 |
| 2023Q3 | 77,658 |
| 2023Q4 | 81,607 |
| 2024Q1 | 96,496 |
| 2024Q2 | 90,863 |
| 2024Q3 | 89,476 |
| 2024Q4 | 96,706 |
| 2025Q1 | 138,361 |
| 2025Q2 | 113,012 |
| 2025Q3 | 124,114 |
| 2025Q4 | 91,189 |
| 2026Q1 | 108,245 |
Article volume measures coverage, not market sales.
Tone of coverage over time
Most-covered companies
Company share of voice
11,249 recorded company events across 484 companies; percentages use that event total.
Leading coverage topics
Transportation and Logistics coverage across United States · ranked by full-period article count.
Recent and prior counts use the source comparison windows.
Topics gaining and losing attention
Transportation and Logistics coverage across United States
| Keyword | Recent | Prior | Change |
|---|---|---|---|
| trade facilitation commitments | 4,187 | 2,792 | 50% |
| flight disruption payments | 2,986 | 1,574 | 90% |
| bilateral trade terms | 2,743 | 1,702 | 61% |
| customs union deal | 1,848 | 956 | 93% |
| free trade pact | 1,491 | 894 | 67% |
| trade bloc compliance | 1,398 | 958 | 46% |
| preferential trade deal | 1,361 | 609 | 123% |
| wto rulings | 1,354 | 484 | 180% |
| oil price volatility | 1,253 | 567 | 121% |
| logistics bottleneck | 1,071 | 729 | 47% |
| severe weather warning | 477 | 1,077 | -56% |
| life-threatening weather | 332 | 822 | -60% |
| extreme weather advisory | 346 | 821 | -58% |
| weather emergency alert | 301 | 687 | -56% |
| f1 world championship | 313 | 636 | -51% |
Event and signal lenses
Transportation and Logistics coverage across United States
Regulatory Risk
429,360 classified articlestariff negotiations, free trade deals, preferential tariff
46.0% critical · 32.2% positiveFunding Momentum
104,647 classified articleshighway funding, infrastructure grants, flight disruption payments
37.5% critical · 43.1% positiveGrowth
135,372 classified articleslogistics update, logistics bottleneck, tariff negotiations
36.5% critical · 45.6% positiveTransportation and Logistics coverage across United States. Topic labels describe recorded classifications and can include broad context.
RESEARCH SIGNALSWhat Transportation and Logistics research is working on
637 papers in the recorded india scope.
Expand panel +
What Transportation and Logistics research is working on
637 papers in the recorded india scope.
Research orientation
Contribution mix
Tone counts: 573 positive · 31 neutral · 33 negative.
- Fleet management33 papers
- Supply chain16 papers
- Transport engineering11 papers
- Electrification9 papers
- Supply chain optimization8 papers
- Service8 papers
- Supply chain management6 papers
- Automotive engineering6 papers
Landmark: Challenges in Scaling Up Biofuels Infrastructure
- Fleet management11 papers
- Supply chain7 papers
- Revenue3 papers
- Electrification3 papers
- Biofuel3 papers
- Supply chain optimization3 papers
- Capital cost2 papers
- Greenhouse gas2 papers
Landmark: Management of a Shared Autonomous Electric Vehicle Fleet: Implications of Pricing Schemes
- Fleet management145 papers
- Supply chain143 papers
- Operations research54 papers
- Supply chain optimization54 papers
- Truck39 papers
- Scheduling38 papers
- Transport engineering36 papers
- Service29 papers
Landmark: Life Cycle Optimization of Biomass-to-Liquid Supply Chains with Distributed–Centralized Processing Networks
Leading institutions
Leading researchers
Highly cited breakthrough-labelled papers
- DeepPool: Distributed Model-Free Algorithm for Ride-Sharing Using Deep Reinforcement Learning167 citations
- Next-Generation Automated Vehicle Location Systems: Positioning at the Lane Level135 citations
- Sustainable Design and Operation of Cellulosic Bioelectricity Supply Chain Networks with Life Cycle Economic, Environmental, and Social Optimization129 citations
- MOVI: A Model-Free Approach to Dynamic Fleet Management102 citations
- Vehicle Rebalancing for Mobility-on-Demand Systems with Ride-Sharing73 citations
Common problems researchers identify
69 papers · 4 recurring themes
Common problems researchers identify · 01Electrified Fleet Planning Challenges
26 papers37.7% of this theme group
Researchers highlight difficulties in integrating electric vehicles and autonomous technologies into fleet operations and planning.
Electrification (7) · Automotive engineering (6) · Transport engineering (8) · Fleet management (14)
Joint Optimization Scheme for the Planning and Operations of Shared Autonomous Electric Vehicle Fleets Serving Mobility on Demand
A Model to Estimate Passenger Vehicle Fleet Composition, Vehicle Miles Traveled, and Fuel Consumption
View research history
| Year | Share index |
|---|---|
| 2022 | 973.0 |
| 2023 | 979.6 |
| 2024 | 795.0 |
| 2025 | 355.7 |
Common problems researchers identify · 02Standardization Gaps in Fleet Management
25 papers36.2% of this theme group
Studies point to inconsistent standards and service models hindering efficient fleet coordination across transport modes.
Fleet management (19) · Standardization (3) · Service (5) · Aeronautics (3)
Construction Equipment Fleet Management Using Telematics Technology: Research And Resultant Educational Perspectives
Simulation studies of fleet vehicle selection in terms of pollutant emissions
View research history
| Year | Share index |
|---|---|
| 2022 | 58.4 |
| 2023 | 59.8 |
| 2024 | 62.4 |
| 2025 | 51.0 |
Common problems researchers identify · 03Supply‑Chain Optimization Bottlenecks
10 papers14.5% of this theme group
Papers identify modeling and algorithmic hurdles that limit effective optimization of logistics networks.
Supply chain optimization (8) · Supply chain (9) · Chain (3) · Supply chain management (4)
Review on modeling and optimization problems about RFID technology and applications
Using Particle Swarm Optimization with a policy optimization approach to stabilize the supply chain
View research history
| Year | Share index |
|---|---|
| 2022 | 470.1 |
| 2023 | 499.4 |
| 2024 | 611.7 |
| 2025 | 579.8 |
Common problems researchers identify · 04Biofuel Supply‑Chain Scaling Issues
8 papers11.6% of this theme group
Research flags logistical and raw‑material constraints that impede large‑scale biofuel production and distribution.
Biofuel (4) · Supply chain (6) · Raw material (3) · Biomass (3)
Challenges in Scaling Up Biofuels Infrastructure
Advanced Regional Biomass Processing Depots: a key to the logistical challenges of the cellulosic biofuel industry
View research history
| Year | Share index |
|---|---|
| 2022 | 777.4 |
| 2023 | 773.7 |
| 2024 | 707.9 |
| 2025 | 666.8 |
Cautions
24 papers · 4 recurring themes
Cautions · 01Operational Risks in Fleet Scheduling
12 papers50.0% of this theme group
Authors caution that current scheduling methods may overlook infrastructure limits and service reliability.
Fleet management (9) · Service (2) · Scheduling (2) · Operations research (2)
Fleet Standardisation and Airline Performance
Analysis of Fleet Management and Infrastructure Constraints in On-Demand Urban Air Mobility Operations
View research history
| Year | Share index |
|---|---|
| 2022 | 358.9 |
| 2023 | 325.3 |
| 2024 | 192.8 |
| 2025 | 69.3 |
Cautions · 02Environmental Trade‑offs in Biofuel Chains
5 papers20.8% of this theme group
Works warn that biofuel logistics can increase greenhouse‑gas emissions if location and process choices are not carefully managed.
Biofuel (3) · Supply chain (4) · Greenhouse gas (2)
Location Allocation of Biorefineries for a Switchgrass-Based Bioethanol Supply Chain Using Energy Consumption and Emissions
Multistage Optimization of Sustainable Supply Chain of Biofuels
View research history
| Year | Share index |
|---|---|
| 2022 | 660.6 |
| 2023 | 679.2 |
| 2024 | 569.4 |
| 2025 | 506.2 |
Cautions · 03Revenue Uncertainty for EV Fleets
4 papers16.7% of this theme group
Studies advise that pricing strategies and charging costs create financial risk for fully electric fleet deployments.
Electrification (3) · Revenue (2)
Management of a Shared Autonomous Electric Vehicle Fleet: Implications of Pricing Schemes
Leveraging Big Data and Coordinated Charging for Effective Taxi Fleet Electrification: The 100% EV Conversion of Shenzhen, China
View research history
| Year | Share index |
|---|---|
| 2022 | 129.8 |
| 2023 | 126.8 |
| 2024 | 83.7 |
| 2025 | 101.0 |
Cautions · 04Machine‑Learning Limits in Supply Chains
3 papers12.5% of this theme group
Researchers note that data quality and model interpretability restrict the effectiveness of AI tools for inventory and biomass logistics.
Supply chain optimization (3) · Supply chain (3)
Supply Chain Optimization: Machine Learning Applications in Inventory Management for E-Commerce
Machine learning applications in biomass supply chain management and optimization
View research history
| Year | Share index |
|---|---|
| 2022 | 14.0 |
| 2023 | 15.2 |
| 2024 | 23.1 |
| 2025 | 34.9 |
Opportunities
411 papers · 7 recurring themes
Opportunities · 01Advanced Supply‑Chain Optimization
93 papers22.6% of this theme group
Emerging methods combine simulation and optimization to improve resilience and risk management in logistics networks.
Supply chain (88) · Supply chain management (18) · Supply chain optimization (33) · Supply chain risk management (9)
Supply chain management using an optimization driven simulation approach
Supply chain analysis methodology – Leveraging optimization and simulation software
View research history
| Year | Share index |
|---|---|
| 2022 | 474.8 |
| 2023 | 505.1 |
| 2024 | 619.2 |
| 2025 | 599.2 |
Opportunities · 02Integrated Airline Fleet and Routing
70 papers17.0% of this theme group
New models jointly address flight scheduling, fleet assignment, and crew pairing to boost aviation efficiency.
Fleet management (50) · Operations research (24) · Scheduling (11) · Aviation (6)
An Integrated Approach for Airline Flight Selection and Timing, Fleet Assignment, and Aircraft Routing
A Novel Model and Decomposition Approach for the Integrated Airline Fleet Assignment, Aircraft Routing, and Crew Pairing Problem
View research history
| Year | Share index |
|---|---|
| 2022 | 394.5 |
| 2023 | 360.1 |
| 2024 | 222.8 |
| 2025 | 112.1 |
Opportunities · 03Data‑Driven Fleet Efficiency
63 papers15.3% of this theme group
Analytics and simulation tools are being applied to enhance fuel use, reliability, and overall fleet performance.
Fleet management (50) · Fuel efficiency (10) · Automotive engineering (12) · Analytics (6)
Safe and Sustainable Fleet Management with Data Analytics and Training
A Simulation and Optimization Methodology for Reliability of Vehicle Fleets
View research history
| Year | Share index |
|---|---|
| 2022 | 706.3 |
| 2023 | 727.4 |
| 2024 | 642.9 |
| 2025 | 429.5 |
Opportunities · 04Electric Vehicle Fleet Operations
52 papers12.7% of this theme group
Research explores charging strategies and infrastructure planning to support large‑scale autonomous electric vehicle fleets.
Electric vehicle (15) · Electrification (10) · Battery (10) · Fleet management (30)
Operations of a Shared, Autonomous Electric Vehicle Fleet: Implications of Vehicle & Charging Infrastructure Decisions
Electric vehicle fleet charging management: An approximate dynamic programming policy
View research history
| Year | Share index |
|---|---|
| 2022 | 453.5 |
| 2023 | 508.5 |
| 2024 | 490.7 |
| 2025 | 462.5 |
Opportunities · 05Optimized Biofuel Supply Networks
51 papers12.4% of this theme group
Stochastic and GIS‑based models aim to streamline biomass sourcing, processing, and ethanol distribution.
Biofuel (20) · Biomass (19) · Supply chain (43) · Cellulosic ethanol (10)
<scp>GIS</scp>‐enabled biomass‐ethanol supply chain optimization: model development and Miscanthus application
A two-stage stochastic programming model for biofuel supply chain network design with biomass quality implications
View research history
| Year | Share index |
|---|---|
| 2022 | 583.5 |
| 2023 | 576.0 |
| 2024 | 547.5 |
| 2025 | 472.3 |
Opportunities · 06Service‑Oriented Vehicle Routing
43 papers10.5% of this theme group
Innovations in routing and rebalancing target shared mobility and on‑demand transport services.
Operations research (19) · Service (11) · Vehicle routing problem (9) · Fleet management (18)
Carsharing
Vehicle Rebalancing for Mobility-on-Demand Systems with Ride-Sharing
View research history
| Year | Share index |
|---|---|
| 2022 | 409.5 |
| 2023 | 372.3 |
| 2024 | 246.3 |
| 2025 | 146.5 |
Opportunities · 07Telematics for Truck Performance
39 papers9.5% of this theme group
GPS and telematics analytics are leveraged to monitor and improve commercial truck efficiency and safety.
Global Positioning System (13) · Truck (14) · Transport engineering (13) · Telematics (7)
Processing Commercial Global Positioning System Data to Develop a Web-Based Truck Performance Measures Program
Driving Performances Assessment Based on Speed Variation Using Dedicated Route Truck GPS Data
View research history
| Year | Share index |
|---|---|
| 2022 | 1339.8 |
| 2023 | 1299.1 |
| 2024 | 1059.8 |
| 2025 | 956.9 |
How this field compares with the research baseline
Orientation shares compared with 25,000 papers in the reference sample.
| Research orientation | This field | Reference sample |
|---|---|---|
| Promising | 52.4% | 36.6% |
| Breakthrough | 17.7% | 26.5% |
| Problem-identifying | 11.5% | 9.7% |
| Descriptive | 9.9% | 17.6% |
| Cautionary | 4.1% | 4.6% |
| Comparative | 4.1% | 3.9% |
| Critical | 0.3% | 1.0% |
Concerns receiving less research attention
Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.
| Concern / example paper | Papers | Share | Raised as a problem | Worldwide share |
|---|---|---|---|---|
| Hardware, e-waste & supply chainIBM Blends Heuristics and Optimization to Plan Its Semiconductor Supply Chain | 3 | 0.51% | 0 (0.0%) | 0.11% |
| Carbon & emissions of computeUsing Artificial Intelligence to Reduce Carbon Emissions from the Saudi Commercial Fleet | 1 | 0.17% | 0 (0.0%) | 0.02% |
| Privacy & surveillancePrivacy-preserving MaaS fleet management | 1 | 0.17% | 0 (0.0%) | 0.12% |
| Energy & datacenter footprint | 0 | 0.0% | 0 (%) | 0.0% |
| Water use | 0 | 0.0% | 0 (%) | 0.0% |
| Labour & data work | 0 | 0.0% | 0 (%) | 0.02% |
| Safety & misuse | 0 | 0.0% | 0 (%) | 0.0% |
| Bias & fairness | 0 | 0.0% | 0 (%) | 0.04% |
| Concentration of compute power | 0 | 0.0% | 0 (%) | 0.07% |
Institution and researcher rankings use citations to their covered work. Research scope: United States. This may be broader than the company geography.
DEMAND, SUPPLY & PLACEWhere demand signals run ahead of mapped supply — the United States
Compare demand signals in the United States’s newsflow with the transportation and logistics categories mapped to each signal.
Expand panel +
Where demand signals run ahead of mapped supply — the United States
Compare demand signals in the United States’s newsflow with the transportation and logistics categories mapped to each signal.
Signal percentile − supply percentile = gap in percentile points. Positive gaps highlight questions to investigate. A high signal can reflect spending pressure or access friction, as well as potential demand.
The comparison is relative to the signal families on this page. A supply percentile of zero means the lowest relative reading, not zero companies. It is a prioritisation clue, not measured market size or unmet demand.
The opportunity, in one view
Signal and mapped-supply percentiles, their gap, and change in the signal’s article share.
Swipe horizontally to compare all columns →
| Signal family | Signal percentile | Supply percentile | Relative gap | Gap (points) | Signal share vs prior year |
|---|---|---|---|---|---|
| Layoffs & income shocks ↗Spending Pressure | 100.0 | 0.0 | +100.0 | +57.7% | |
| Industrial parks & warehousing ↗Investment Build-Out | 50.0 | 66.7 | -16.7 | +28.1% | |
| Highways & expressways ↗Connectivity Build-Out | 41.7 | 66.7 | -25.0 | +23.5% | |
| Airports & air links ↗Connectivity Build-Out | 25.0 | 66.7 | -41.7 | +23.9% | |
| EV adoption & charging ↗Adoption Shift | 41.7 | — | No matching category | — | +16.9% |
| Rail & metro connectivity ↗Connectivity Build-Out | 50.0 | — | No matching category | — | +36.8% |
| Congestion & traffic friction ↗Access Friction | 41.7 | — | No matching category | — | +2.5% |
Showing all 7 signals. Select a family for its history and mapped categories.
Where the signals are loudest
All 12 city readings for these demand families in the comparison geography. the United States is highlighted.
Each city’s reading is a share of its own coverage.
Congestion & traffic friction · Layoffs & income shocks · Highways & expressways
Congestion & traffic friction · Layoffs & income shocks · EV adoption & charging
Congestion & traffic friction · Highways & expressways · Layoffs & income shocks
Congestion & traffic friction · Highways & expressways · Layoffs & income shocks
Congestion & traffic friction · EV adoption & charging · Highways & expressways
Layoffs & income shocks · EV adoption & charging · Congestion & traffic friction
Congestion & traffic friction · Layoffs & income shocks · Highways & expressways
Layoffs & income shocks · Congestion & traffic friction · EV adoption & charging
Layoffs & income shocks · Congestion & traffic friction · EV adoption & charging
Congestion & traffic friction · Layoffs & income shocks · EV adoption & charging
Congestion & traffic friction · Highways & expressways · Layoffs & income shocks
Congestion & traffic friction · Layoffs & income shocks · Highways & expressways
Inside the leading signals
Open any signal for its quarterly historySPENDING PRESSURELayoffs & income shocks+100.0percentile-point gap
Layoff cycles can pull discretionary spend back toward value offerings.
Mapped transportation and logistics categories
- Gig Employers34
Companies can appear in multiple categories; these counts are not a unique-company total.
Quarterly share of the United States coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 2692 | 15.79 |
| 2024Q4 | 2657 | 14.98 |
| 2025Q1 | 3457 | 13.81 |
| 2025Q2 | 3055 | 19.17 |
| 2025Q3 | 6687 | 24.54 |
| 2025Q4 | 3761 | 31.16 |
| 2026Q1 | 2843 | 19.69 |
| 2026Q2 | 1885 | 24.49 |
Where this signal concentrates in the comparison geography
INVESTMENT BUILD-OUTIndustrial parks & warehousing-16.7percentile-point gap
Parks and warehousing can add the jobs and fulfilment capacity that reach depends on.
Mapped transportation and logistics categories
- Logistics Saas45
Companies can appear in multiple categories; these counts are not a unique-company total.
Quarterly share of the United States coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 291 | 1.71 |
| 2024Q4 | 291 | 1.64 |
| 2025Q1 | 430 | 1.72 |
| 2025Q2 | 278 | 1.74 |
| 2025Q3 | 457 | 1.68 |
| 2025Q4 | 294 | 2.44 |
| 2026Q1 | 424 | 2.94 |
| 2026Q2 | 166 | 2.16 |
Where this signal concentrates in the comparison geography
CONNECTIVITY BUILD-OUTHighways & expressways-25.0percentile-point gap
Corridor build-out can collapse travel time, widening every catchment.
Mapped transportation and logistics categories
- Logistics Saas45
Companies can appear in multiple categories; these counts are not a unique-company total.
Quarterly share of the United States coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 1087 | 6.38 |
| 2024Q4 | 1071 | 6.04 |
| 2025Q1 | 1090 | 4.36 |
| 2025Q2 | 923 | 5.79 |
| 2025Q3 | 1985 | 7.28 |
| 2025Q4 | 631 | 5.23 |
| 2026Q1 | 965 | 6.68 |
| 2026Q2 | 597 | 7.76 |
Where this signal concentrates in the comparison geography
CONNECTIVITY BUILD-OUTAirports & air links-41.7percentile-point gap
If new terminals and routes pull business and tourist inflow, demand tends to follow the passenger.
Mapped transportation and logistics categories
- Logistics Saas45
Companies can appear in multiple categories; these counts are not a unique-company total.
Quarterly share of the United States coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 106 | 0.62 |
| 2024Q4 | 109 | 0.61 |
| 2025Q1 | 150 | 0.6 |
| 2025Q2 | 162 | 1.02 |
| 2025Q3 | 202 | 0.74 |
| 2025Q4 | 132 | 1.09 |
| 2026Q1 | 122 | 0.85 |
| 2026Q2 | 74 | 0.96 |
Where this signal concentrates in the comparison geography
ADOPTION SHIFTEV adoption & charging—supply not mapped
The EV shift can pull charging, battery and service demand through every fleet.
Mapped transportation and logistics categories
This signal has no matching category in the page’s transportation and logistics market map, so no supply percentile or gap is assigned.
Quarterly share of the United States coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 1791 | 10.51 |
| 2024Q4 | 1662 | 9.37 |
| 2025Q1 | 1904 | 7.61 |
| 2025Q2 | 1645 | 10.32 |
| 2025Q3 | 2324 | 8.53 |
| 2025Q4 | 1782 | 14.76 |
| 2026Q1 | 1582 | 10.96 |
| 2026Q2 | 955 | 12.41 |
Where this signal concentrates in the comparison geography
CONNECTIVITY BUILD-OUTRail & metro connectivity—supply not mapped
Where rail and metro build out, station-area demand can follow the footfall.
Mapped transportation and logistics categories
This signal has no matching category in the page’s transportation and logistics market map, so no supply percentile or gap is assigned.
Quarterly share of the United States coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 221 | 1.3 |
| 2024Q4 | 185 | 1.04 |
| 2025Q1 | 279 | 1.11 |
| 2025Q2 | 218 | 1.37 |
| 2025Q3 | 491 | 1.8 |
| 2025Q4 | 183 | 1.52 |
| 2026Q1 | 202 | 1.4 |
| 2026Q2 | 126 | 1.64 |
Where this signal concentrates in the comparison geography
ACCESS FRICTIONCongestion & traffic friction—supply not mapped
Congestion friction can push footfall toward nearby formats and toward delivery.
Mapped transportation and logistics categories
This signal has no matching category in the page’s transportation and logistics market map, so no supply percentile or gap is assigned.
Quarterly share of the United States coverage
Mentions per 10,000 articles · zero baseline
View quarterly signal counts
| Quarter | Mentions | Per 10,000 articles |
|---|---|---|
| 2024Q3 | 2790 | 16.37 |
| 2024Q4 | 3697 | 20.85 |
| 2025Q1 | 3562 | 14.23 |
| 2025Q2 | 2881 | 18.08 |
| 2025Q3 | 4705 | 17.27 |
| 2025Q4 | 2433 | 20.16 |
| 2026Q1 | 1860 | 12.88 |
| 2026Q2 | 1751 | 22.75 |
Where this signal concentrates in the comparison geography
RESEARCH & CHANGING CONVERSATIONSRelated research and changing coverage
the United States transportation and logistics coverage
Expand panel +
Related research and changing coverage
the United States transportation and logistics coverage
Disruptive Transportation: The Adoption, Utilization, and Impacts of Ride-Hailing in the United States
eScholarship (California Digital Library)
563 citations in the snapshot
Transportation Barriers to Health Care in the United States: Findings From the National Health Interview Survey, 1997–2017
American Journal of Public Health
424 citations in the snapshot
Changes in Transportation-Related Air Pollution Exposures by Race-Ethnicity and Socioeconomic Status: Outdoor Nitrogen Dioxide in the United States in 2000 and 2010
Environmental Health Perspectives
203 citations in the snapshot
Predictive modeling of battery degradation and greenhouse gas emissions from U.S. state-level electric vehicle operation
Nature Communications
177 citations in the snapshot
What is growing in this coverage
the United States coverage of this page's demand families
| Keyword | Recent articles | Prior articles | Share change |
|---|---|---|---|
| hybrid power split devices | 67 | 22 | 275.3% |
| drive cycle efficiency | 50 | 20 | 208.1% |
| commercial ev platforms | 42 | 20 | 158.8% |
| automotive middleware | 43 | 22 | 140.9% |
| local energy markets | 65 | 36 | 122.5% |
| embedded vehicle software | 44 | 31 | 74.9% |
Share changes describe coverage in the stated comparison periods, not search demand or market size.
GEOGRAPHIC FOOTPRINTWhere companies are based
Company counts, hiring and disclosed funding across the recorded hubs.
Expand panel +
Where companies are based
Company counts, hiring and disclosed funding across the recorded hubs.

Houston
361 companies19.3% across the displayed hubs
25 companies hiring · $1.5B disclosed funding
Explore companies in Houston ↗
Miami
350 companies18.7% across the displayed hubs
29 companies hiring · $3.0B disclosed funding
Explore companies in Miami ↗New York City
265 companies14.2% across the displayed hubs
12 companies hiring · $62.8M disclosed funding
Explore companies in New York City ↗Los Angeles
240 companies12.8% across the displayed hubs
8 companies hiring · $7.9B disclosed funding
Explore companies in Los Angeles ↗
Chicago
197 companies10.5% across the displayed hubs
21 companies hiring · $240.7M disclosed funding
Explore companies in Chicago ↗
Atlanta
166 companies8.9% across the displayed hubs
18 companies hiring · $46.3M disclosed funding
Explore companies in Atlanta ↗
Dallas
156 companies8.3% across the displayed hubs
19 companies hiring · $849.0M disclosed funding
Explore companies in Dallas ↗San Diego
134 companies7.2% across the displayed hubs
7 companies hiring · $8.3M disclosed funding
Explore companies in San Diego ↗Transportation and Logistics in the United States: key questions
Clear definitions for making better comparisons.
What does this landscape measure?
It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.
Can segment counts be added together?
No. A company can belong to several segments, so segment counts and funding can overlap.
What does a missing figure mean?
A dash or unavailable panel means the current reviewed source snapshot does not support that figure.
Company ecosystem snapshot: 5 August 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.
Canonical landscape ↗