Industry landscapes
Industry report

Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE THE UNITED STATES EDITION 2026

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.

Snapshot: Funding in USD
Illustrated cover for Transportation and Logistics Industry Landscape of the United States
US
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Transportation and Logistics illustration
MEET THE COMPANIES

Explore the United States’s transportation and logistics leaders

24 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
Transportation and Logistics company highlights in the United States, snapshot 5 August 2026
Company
Hertzhertz.com$12B27,000$244MFYFY2025 filing
Aviation Capital Groupaviationcapitalgroup.com$9.88B93
Air Lease$7.89B
Lineageonelineage.com$5.28B8,546
BritishAirwaysbritishairways.com$4.08B375
CDB Aviationcdbaviation.aero$3.28B
XPO Logisticsxpo.com$2.73B38,000$8.16BFYFY2025 filing
Global Jet Capitalglobaljetcapital.com$2.46B53
Expeditorsexpeditorfreight.com13 roles46
Circle Logisticscirclelogistics.com12 roles758
Crane Worldwide Logisticscraneww.com12 roles1,367
Aim Transportation Solutionsaimntls.com11 roles834
Allen Lundallenlund.com11 roles546
J.B. Hunt Transportjbhunt.com11 roles37,151$12BFYFY2025 filing
MV Transportationmvtransit.com11 roles7,300
Universal Logisticsuniversallogistics.com11 roles8,646
American Airlinesamericanairlines.in132,100Financial figure available in RadarView in Radar
Avisavis.com38Financial figure available in RadarView in Radar
C.H. Robinson Worldwidechrobinson.com15,246$16.23BFYFY2025 filing
Carnival Corporationcarnivalcorp.com92,000Financial figure available in RadarView in Radar
DSV Road Transportus.dsv.com55,000
Deltadelta.com103,000$63.36BFYFY2025 filing
Enterprise Mobilityenterprisemobility.com56,349
FedExfedex.com430,000Financial figure available in RadarView in Radar
24 featured companies

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 ↗

Company discovery

Recorded evidence only

Explore 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 ↗
THE KEY SIGNALS

Transportation and Logistics industry KPIs in the United States

A few useful ratios bring the size of this ecosystem into perspective.

5 August 2026
Hiring participation8.0%

1,633 of 20,519 tracked companies have open roles.

Funding participation2.6%

542 of 20,519 tracked companies have a recorded round.

Top 3 funding share37.2%

Share of disclosed capital received by the three largest recorded recipients.

Median disclosed round$2.99M

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 FORMATION

How the United States transportation and logistics has grown

Recorded company formation and disclosed funding across the complete annual series shown.

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2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

the United States transportation and logistics
$0$4.27B$8.53B$12.8B$17.07B2016: $2.74B20162017: $1.32B20172018: $8.87B20182019: $14.97B20192020: $6.38B20202021: $7.92B20212022: $4.78B20222023: $2.04B20232024: $3.3B20242025: $3.29B2025
View the numbers
Annual transportation and logistics funding and company formation in the United States
YearFunding (USD)FoundedRaising
2016$2.74B43815
2017$1.32B45723
2018$8.87B50335
2019$14.97B50336
2020$6.38B52030
2021$7.92B48839
2022$4.78B47349
2023$2.04B39644
2024$3.3B7738
2025$3.29B21114
WHERE CAPITAL SITS

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

NUMBER OF ROUNDS
Seed & Angel136 18.0%
Series A–B83 11.0%
Series C+ / PE51 6.8%
Grants, debt & other484 64.2%

Recent recorded rounds

Latest recorded rounds · USD
2 rounds

Swipe or scroll horizontally to browse.

Series B04/2026
AURA $3.89M

Backed by .

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series B07/2010
Air Lease$1B

Participating investors were not recorded in this snapshot.

Series A05/2010
Air Lease$260M

Participating investors were not recorded in this snapshot.

Series C10/2015
Suntexsuntex.com$200M

Participating investors were not recorded in this snapshot.

Series A06/2010
Air Lease$128.92M

Participating investors were not recorded in this snapshot.

Series C10/2019
Suntexsuntex.com$121.28M

Participating investors were not recorded in this snapshot.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Annual accounts for reporting companies linked to this landscape, on like-for-like currency and reporting bases.

Expand panel +
USD · millions · consolidated

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.

Revenue in covered accounts$511,651.5m

Sum of reporting-entity revenue; not the United States market sales.

Net profit / loss$39,953.6m

Combined result for the same cohort.

Aggregate net margin+7.8%

Combined net income ÷ combined revenue.

Median company revenue$6,766.1m

The middle covered reporting entity.

Profitable entities+63.9%

23 of 36 covered entities.

Top-five concentration+63.2%

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.

36 reporting entities
Continue your financial research in Radar

Explore full company accounts and filings.

View financials in Radar ↗
THE UNITED STATES · INDUSTRY COHORTS

How does transportation and logistics compare?

Each pair uses the same year, currency and reporting basis. Cohort overlap is disclosed.

IndustryCovered / eligibleRevenue totalMedian revenueNet profit / lossAggregate marginProfitable shareOverlap

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.

DIGITAL FOOTPRINT

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.

CompanyMonthly visitsAuthorityMobile
FedExfedex.com205,225,1348976.4%
United Parcel Serviceups.com169,779,6678976%
Deltadelta.com39,788,4128456.7%
Southwest Airlinessouthwest.com34,607,6178265.1%
United Airlinesunited.com34,196,7198257.7%
Amtrakamtrak.com17,742,4147471.2%
U-Hauluhaul.com17,731,6327979.8%
Alaska Airlinesalaskaair.com13,612,7087359.4%
Frontier Airlinesflyfrontier.com12,652,0777567.2%
JetBluejetblue.com10,777,6267362.6%

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.

AppInstallsRatingStore category
United AirlinesUnited Airlines29.3M4.7Travel & Local
Fly DeltaDelta26.8M4.7Travel & Local
Southwest Airlines: Travel AppSouthwest Airlines23.2M4.4Travel & Local
UPSUnited Parcel Service21.6M4.5Business
FedEx MobileFedEx17.5M3.8Business
AmtrakAmtrak9.4M4.3Travel & Local
Frontier AirlinesFrontier Airlines8.4M4.8Travel & Local
JetBlue - Book & manage tripsJetBlue7.8M4.5Travel & Local
Alaska HawaiianAlaska Airlines7.2M4.2Travel & Local
U-HaulU-Haul6.9M3.1Travel & 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).

SegmentAppsInstallsLeading appRelease trend
Passenger Airlines19121.9MUnited Airlines 29.3M
Cep2139.4MUPS 21.6M
Supply Chain Services2422.1MNavisphere Carrier 279K
Passenger Rail Operators2216.1MAmtrak 9.4M
Car Rentals10810MAvis Car Rental 2.9M
Trucking1679.4MU-Haul 6.9M
Bus Operators807.4MNJ TRANSIT Mobile App 2.9M
Freight Forwarders1944.7MuShip 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.

2023Q2: 182023Q2: 32023Q22023Q3: 162023Q3: 102023Q32023Q4: 252023Q4: 42023Q42024Q1: 192024Q1: 72024Q12024Q2: 212024Q2: 82024Q22024Q3: 212024Q3: 242024Q32024Q4: 242024Q4: 182024Q42025Q1: 212025Q1: 172025Q12025Q2: 222025Q2: 192025Q22025Q3: 212025Q3: 922025Q32025Q4: 132025Q4: 982025Q42026Q1: 172026Q1: 1422026Q1

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 INDUSTRY

The the United States transportation and logistics market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Inc 5000206
Enterprise tech188
Enterprise software97
Consumer digital69
Saas58
Logistics saas45
Gig employers34
Marketplaces33
B2c e-commerce27
Fortune 50026
Global 200024
Commerce enablers17

Companies can sit in several segments. Counts and funding overlap.

SEGMENT TO EXPLORE

Inc 5000

The largest measured segment in this report snapshot.

206companies
26.7%have hiring activity

55 companies hiring · $1.04B disclosed funding

Explore in Radar

How companies make money

Common revenue models; a company can use more than one.

Fee-for-service13,865
Commission on transaction5,031
E-commerce - service2,881
E-commerce - product1,576
Advertising1,224
Physical commerce1,130
Renting / leasing836
Subscription637
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Mergers & acquisitionsjetblue.com ↗

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.

Mergers & acquisitionsgencoshipping.com ↗

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.

Mergers & acquisitionsspirit.com ↗

The estimated cost of acquiring the airline is around $1.7 billion.

Mergers & acquisitionssuncountry.com ↗

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.

Funding roundsaircastle.com ↗

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%.

Mergers & acquisitionsamericanairlines.in ↗

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.

Mergers & acquisitionsbhworldwide.com ↗

Sun European investing in aerospace logistics specialist B&H Worldwide as part of a broader buy-and-build strategy.

Mergers & acquisitionstransportamerica.com ↗

TA Dedicated was formed in 2022 following the merger of Transport America and UPS Dedicated.

Mergers & acquisitionstadedicated.com ↗

TA Dedicated has acquired Minneapolis-based Triangle Warehouse, expanding its warehousing and distribution capabilities in the Upper Midwest.

Mergers & acquisitionsflyexclusive.com ↗

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.

Company announcements
1,644
Earnings
1,583
Leadership moves
1,116
Mergers & acquisitions
710
Contracts
639
Asset acquisitions
402
Lawsuit
320
New products
142
Funding rounds
137
Layoffs
133
7 activity cards

Swipe or scroll horizontally to browse.

Leadership moves

183 tracked people moves

Jim Berlin

Promotion Chairman

Karl Schultz

Appointment Chief Information Officer

Yuriy Ostapyak

Promotion Chief Executive Officer

Delta ↗
Kama Winters

Promotion New leadership role within the marketing department at Delta Air Lines

Scott Auslund

Appointment Chief Executive Officer

Emma Woodthorpe

Appointment Chief People Officer

David Millis

Retirement Previously President of Millis Transfer

Stijn Eyckmans

Appointment Chief Technology Officer

Product launches

Products, platforms and features in the recorded window

WCAworld ↗
GAA NEO

Affiliate Network

Supply Chain Insight

Supply Chain Visibility Platform

Link Your Own Carrier

Feature

LTM ↗
BlueVerse Studio

AI Studio

aar corp ↗
Airvoyant

AI-powered procurement platform

AI tyre scanning technology

Feature

AMMI

AI execution intelligence platform

AutoKinex Virtual Agent

In-vehicle checkout workflow

Litigation

28 tracked suits

Company
axos financial, siemens financial services v stg logistics

liability management transaction disputeCivil · Settled

Company
Minority lenders v stg logistics

rights impairment litigationCivil · Settled

Earnings pulse

Reported company results in the recorded window.

118companies
1,826period observations
2.7%median reported growth

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 → targetStatusDateValue / context
BRICKMAN GROUPValleyCrest Landscape Cos.Completed2026-06-30Not stated in snapshot
Spirit AirlinesFrontier Airlines ↗Announced2026-06-30Not stated in snapshot
transforceTransport America ↗Announced2026-06-02$310.0M
M2I GlobalVolato ↗Announced2026-05-07Not stated in snapshot
diana shippingGenco Shipping & Trading Limited ↗Announced2026-05-05Not stated in snapshot
JetBluespiritTerminated2026-05-04$7.6B

A discussion or rumour is not a completed transaction. An unstated value is not zero.

PEOPLE & OPPORTUNITY

The talent market

61,869 postings in the preceding 12 months. The full 96,380-posting snapshot covers 1,486 employers.

Expand panel +

Most advertised job titles

Customer Service Representative1,734
Management Trainee967
Warehouse Associate882
Customer Service Self Storage Manager715
Retail Customer Service Associate629
Forklift Operator569
0 internship postings

644 tracked postings mention remote work.

The seniority mix

17,534 postings specify a level.

unspecified
78,846
manager
8,923
entry
3,701
senior
2,695
lead
1,177
intern
1,038

Skills employers mention

Top skills across 96,380 tracked postings in the available jobs snapshot.

Cdl A
2,920
Cdl A
857
Excel
660
Hazmat Endorsement
470
Word
447
Valid Driver\'S License
367
Tractor Trailer
350
Microsoft Office
337
Flatbed
333
Driver\'S License
320
ADVERTISED PAY$52.0K/ year

Median across 16,086 postings with pay data, expressed in USD.

Salary by seniority

manager$75.0K/ year881 postings
entry$52.0K/ year695 postings
senior$80.0K/ year186 postings
lead$62.1K/ year90 postings
intern$39.5K/ year72 postings

Advertised posting medians do not describe all employees or roles.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

1,466 founders and chief executives across 1,473 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

60 profiles with education records.

Harvard Business School
12
Cornell University
6
Harvard University
6
University of California (Berkeley)
5
Stanford University
5
Massachusetts Institute of Technology
4
Stanford Business School
3
University of Pennsylvania
3

Prior employers

9 profiles with prior-work records.

Google
3
Amazon
2
Apple
1
Cisco
1
McKinsey
1
Microsoft
1

Profiles cover recorded founders and leaders; contact details remain in Radar.

NEWS INTELLIGENCE

How this industry appears in the news

426,753 articles in the measured 12-month window.

Expand panel +
426,753articles in the measured year
108,245articles in 2026Q1
54.3%positive tone in the latest complete year

News volume trends

Transportation and Logistics coverage across United States · articles per complete quarter

039,77979,558119,336159,1152021Q2: 72,8492021Q22021Q3: 73,5502021Q4: 66,8932022Q1: 73,1012022Q2: 74,6882022Q22022Q3: 71,1412022Q4: 74,4992023Q1: 80,0232023Q2: 83,6242023Q22023Q3: 77,6582023Q4: 81,6072024Q1: 96,4962024Q2: 90,8632024Q22024Q3: 89,4762024Q4: 96,7062025Q1: 138,3612025Q2: 113,0122025Q22025Q3: 124,1142025Q4: 91,1892026Q1: 108,2452026Q1
View quarterly article counts
QuarterArticles
2021Q272,849
2021Q373,550
2021Q466,893
2022Q173,101
2022Q274,688
2022Q371,141
2022Q474,499
2023Q180,023
2023Q283,624
2023Q377,658
2023Q481,607
2024Q196,496
2024Q290,863
2024Q389,476
2024Q496,706
2025Q1138,361
2025Q2113,012
2025Q3124,114
2025Q491,189
2026Q1108,245

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
148,303 positive · 3,616 neutral · 93,833 negative
2022
175,647 positive · 4,530 neutral · 112,763 negative
2023
198,528 positive · 4,508 neutral · 119,318 negative
2024
234,899 positive · 5,013 neutral · 133,066 negative
2025
252,993 positive · 6,437 neutral · 206,564 negative

Leading coverage topics

Transportation and Logistics coverage across United States · ranked by full-period article count.

Trade Policies And Agreements44,317 articles in the full recorded period
20,231 recent · 18,967 prior
Aviation Safety Protocols25,926 articles in the full recorded period
7,910 recent · 6,343 prior
Airport Terminal Facilities20,480 articles in the full recorded period
6,714 recent · 4,356 prior
Flight Delay Compensation Policies19,889 articles in the full recorded period
7,018 recent · 3,806 prior
Aviation Crash Investigations And Black Box Data18,523 articles in the full recorded period
5,837 recent · 6,424 prior
International Political Relations16,621 articles in the full recorded period
5,508 recent · 3,270 prior
New Product Launches And Innovations16,524 articles in the full recorded period
4,442 recent · 3,384 prior
Airport Security Measures15,726 articles in the full recorded period
6,582 recent · 3,229 prior
Economic Policy And Financial Regulation14,555 articles in the full recorded period
6,845 recent · 7,124 prior
Aircraft Maintenance Procedures13,455 articles in the full recorded period
3,699 recent · 3,314 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Transportation and Logistics coverage across United States

KeywordRecentPriorChange
trade facilitation commitments4,1872,79250%
flight disruption payments2,9861,57490%
bilateral trade terms2,7431,70261%
customs union deal1,84895693%
free trade pact1,49189467%
trade bloc compliance1,39895846%
preferential trade deal1,361609123%
wto rulings1,354484180%
oil price volatility1,253567121%
logistics bottleneck1,07172947%
severe weather warning4771,077-56%
life-threatening weather332822-60%
extreme weather advisory346821-58%
weather emergency alert301687-56%
f1 world championship313636-51%

Event and signal lenses

Transportation and Logistics coverage across United States

All complete annual cohorts shown
Rising

Regulatory Risk

429,360 classified articles

tariff negotiations, free trade deals, preferential tariff

46.0% critical · 32.2% positive
Rising

Funding Momentum

104,647 classified articles

highway funding, infrastructure grants, flight disruption payments

37.5% critical · 43.1% positive
Rising

Growth

135,372 classified articles

logistics update, logistics bottleneck, tariff negotiations

36.5% critical · 45.6% positive

Transportation and Logistics coverage across United States. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Transportation and Logistics research is working on

637 papers in the recorded india scope.

Expand panel +
637papers
6,419worldwide comparison pool
637India-affiliated papers

Research orientation

Promising
334
Breakthrough
113
Problem-identifying
73
Descriptive
63
Cautionary
26
Comparative
26
Critical
2

Contribution mix

Methods-led
420
Empirical
156
Reviews
36
Position pieces
22
Theoretical
3

Tone counts: 573 positive · 31 neutral · 33 negative.

Common problems researchers identify
75 papers · 11.8% of this field
  • 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

Cautions
26 papers · 4.1% of this field
  • 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

Opportunities
447 papers · 70.2% of this field
  • 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

Northwestern University
872
University of California, Berkeley
691
The University of Texas at Austin
587
Princeton University
436
University of Virginia
382
Massachusetts Institute of Technology
369

Leading researchers

Fengqi You
793
Kara M. Kockelman
550
T. Donna Chen
361
Belinda Wang
343
Dajun Yue
339
Tom L. Richard
312
Zuo‐Jun Max Shen
263
Long He
248

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
4 cards

Swipe or scroll horizontally to browse.

Electrified Fleet Planning ChallengesCommon problems researchers identify · 01

Electrified Fleet Planning Challenges

26 papers

37.7% 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
YearShare index
2022973.0
2023979.6
2024795.0
2025355.7
Standardization Gaps in Fleet ManagementCommon problems researchers identify · 02

Standardization Gaps in Fleet Management

25 papers

36.2% 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
YearShare index
202258.4
202359.8
202462.4
202551.0
Supply‑Chain Optimization BottlenecksCommon problems researchers identify · 03

Supply‑Chain Optimization Bottlenecks

10 papers

14.5% 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
YearShare index
2022470.1
2023499.4
2024611.7
2025579.8
Biofuel Supply‑Chain Scaling IssuesCommon problems researchers identify · 04

Biofuel Supply‑Chain Scaling Issues

8 papers

11.6% 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
YearShare index
2022777.4
2023773.7
2024707.9
2025666.8

Cautions

24 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Operational Risks in Fleet SchedulingCautions · 01

Operational Risks in Fleet Scheduling

12 papers

50.0% 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
YearShare index
2022358.9
2023325.3
2024192.8
202569.3
Environmental Trade‑offs in Biofuel ChainsCautions · 02

Environmental Trade‑offs in Biofuel Chains

5 papers

20.8% 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
YearShare index
2022660.6
2023679.2
2024569.4
2025506.2
Revenue Uncertainty for EV FleetsCautions · 03

Revenue Uncertainty for EV Fleets

4 papers

16.7% 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
YearShare index
2022129.8
2023126.8
202483.7
2025101.0
Machine‑Learning Limits in Supply ChainsCautions · 04

Machine‑Learning Limits in Supply Chains

3 papers

12.5% 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
YearShare index
202214.0
202315.2
202423.1
202534.9

Opportunities

411 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Advanced Supply‑Chain OptimizationOpportunities · 01

Advanced Supply‑Chain Optimization

93 papers

22.6% 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
YearShare index
2022474.8
2023505.1
2024619.2
2025599.2
Integrated Airline Fleet and RoutingOpportunities · 02

Integrated Airline Fleet and Routing

70 papers

17.0% 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
YearShare index
2022394.5
2023360.1
2024222.8
2025112.1
Data‑Driven Fleet EfficiencyOpportunities · 03

Data‑Driven Fleet Efficiency

63 papers

15.3% 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
YearShare index
2022706.3
2023727.4
2024642.9
2025429.5
Electric Vehicle Fleet OperationsOpportunities · 04

Electric Vehicle Fleet Operations

52 papers

12.7% 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
YearShare index
2022453.5
2023508.5
2024490.7
2025462.5
Optimized Biofuel Supply NetworksOpportunities · 05

Optimized Biofuel Supply Networks

51 papers

12.4% 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
YearShare index
2022583.5
2023576.0
2024547.5
2025472.3
Service‑Oriented Vehicle RoutingOpportunities · 06

Service‑Oriented Vehicle Routing

43 papers

10.5% 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
YearShare index
2022409.5
2023372.3
2024246.3
2025146.5
Telematics for Truck PerformanceOpportunities · 07

Telematics for Truck Performance

39 papers

9.5% 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
YearShare index
20221339.8
20231299.1
20241059.8
2025956.9

How this field compares with the research baseline

Orientation shares compared with 25,000 papers in the reference sample.

Research orientationThis fieldReference sample
Promising52.4%36.6%
Breakthrough17.7%26.5%
Problem-identifying11.5%9.7%
Descriptive9.9%17.6%
Cautionary4.1%4.6%
Comparative4.1%3.9%
Critical0.3%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 paperPapersShareRaised as a problemWorldwide share
Hardware, e-waste & supply chainIBM Blends Heuristics and Optimization to Plan Its Semiconductor Supply Chain30.51%0 (0.0%)0.11%
Carbon & emissions of computeUsing Artificial Intelligence to Reduce Carbon Emissions from the Saudi Commercial Fleet10.17%0 (0.0%)0.02%
Privacy & surveillancePrivacy-preserving MaaS fleet management10.17%0 (0.0%)0.12%
Energy & datacenter footprint00.0%0 (%)0.0%
Water use00.0%0 (%)0.0%
Labour & data work00.0%0 (%)0.02%
Safety & misuse00.0%0 (%)0.0%
Bias & fairness00.0%0 (%)0.04%
Concentration of compute power00.0%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 & PLACE

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.

Expand panel +
HOW TO READ THE GAP

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.

COMPARISON PERIOD2025-07-01 to 2026-07-01Against 2024-07-01 to 2025-07-01Explore the signals ↓

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 →

7 the United States demand signals compared with mapped transportation and logistics supply
Signal familySignal percentileSupply percentileRelative gapGap (points)Signal share vs prior year
Layoffs & income shocks ↗Spending Pressure100.00.0+100.0+57.7%
Industrial parks & warehousing ↗Investment Build-Out50.066.7-16.7+28.1%
Highways & expressways ↗Connectivity Build-Out41.766.7-25.0+23.5%
Airports & air links ↗Connectivity Build-Out25.066.7-41.7+23.9%
EV adoption & charging ↗Adoption Shift41.7No matching category+16.9%
Rail & metro connectivity ↗Connectivity Build-Out50.0No matching category+36.8%
Congestion & traffic friction ↗Access Friction41.7No 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.

Mentions per 10,000 articles

Each city’s reading is a share of its own coverage.

Maryland160.7

Congestion & traffic friction · Layoffs & income shocks · Highways & expressways

Connecticut109.8

Congestion & traffic friction · Layoffs & income shocks · EV adoption & charging

Nebraska99.1

Congestion & traffic friction · Highways & expressways · Layoffs & income shocks

Colorado98.7

Congestion & traffic friction · Highways & expressways · Layoffs & income shocks

Delaware95.3

Congestion & traffic friction · EV adoption & charging · Highways & expressways

Kentucky86.3

Layoffs & income shocks · EV adoption & charging · Congestion & traffic friction

Indiana83.1

Congestion & traffic friction · Layoffs & income shocks · Highways & expressways

Tennessee80.7

Layoffs & income shocks · Congestion & traffic friction · EV adoption & charging

Arkansas78.1

Layoffs & income shocks · Congestion & traffic friction · EV adoption & charging

North Carolina77.1

Congestion & traffic friction · Layoffs & income shocks · EV adoption & charging

Wisconsin74.9

Congestion & traffic friction · Highways & expressways · Layoffs & income shocks

South Carolina73.4

Congestion & traffic friction · Layoffs & income shocks · Highways & expressways

Inside the leading signals

Open any signal for its quarterly history
SPENDING PRESSURELayoffs & income shocks+100.0percentile-point gap
THE OPERATING HYPOTHESIS

Layoff cycles can pull discretionary spend back toward value offerings.

24.69mentions per 10,000 articles+57.7%share change vs prior year

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

091827362024Q3: 152024Q32024Q4: 142024Q42025Q1: 132025Q12025Q2: 192025Q22025Q3: 242025Q32025Q4: 312025Q42026Q1: 192026Q12026Q2: 242026Q2
View quarterly signal counts
Layoffs & income shocks in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q3269215.79
2024Q4265714.98
2025Q1345713.81
2025Q2305519.17
2025Q3668724.54
2025Q4376131.16
2026Q1284319.69
2026Q2188524.49

Where this signal concentrates in the comparison geography

Tennessee44.9 / 10,000
Arkansas41.1 / 10,000
Iowa26.8 / 10,000
INVESTMENT BUILD-OUTIndustrial parks & warehousing-16.7percentile-point gap
THE OPERATING HYPOTHESIS

Parks and warehousing can add the jobs and fulfilment capacity that reach depends on.

2.18mentions per 10,000 articles+28.1%share change vs prior year

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

012332024Q3: 12024Q32024Q4: 12024Q42025Q1: 12025Q12025Q2: 12025Q22025Q3: 12025Q32025Q4: 22025Q42026Q1: 22026Q12026Q2: 22026Q2
View quarterly signal counts
Industrial parks & warehousing in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q32911.71
2024Q42911.64
2025Q14301.72
2025Q22781.74
2025Q34571.68
2025Q42942.44
2026Q14242.94
2026Q21662.16

Where this signal concentrates in the comparison geography

Arizona5.2 / 10,000
Indiana4.5 / 10,000
South Carolina3.8 / 10,000
CONNECTIVITY BUILD-OUTHighways & expressways-25.0percentile-point gap
THE OPERATING HYPOTHESIS

Corridor build-out can collapse travel time, widening every catchment.

6.8mentions per 10,000 articles+23.5%share change vs prior year

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

024792024Q3: 62024Q32024Q4: 62024Q42025Q1: 42025Q12025Q2: 52025Q22025Q3: 72025Q32025Q4: 52025Q42026Q1: 62026Q12026Q2: 72026Q2
View quarterly signal counts
Highways & expressways in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q310876.38
2024Q410716.04
2025Q110904.36
2025Q29235.79
2025Q319857.28
2025Q46315.23
2026Q19656.68
2026Q25977.76

Where this signal concentrates in the comparison geography

Nebraska31.2 / 10,000
Delaware16.1 / 10,000
Colorado15.9 / 10,000
CONNECTIVITY BUILD-OUTAirports & air links-41.7percentile-point gap
THE OPERATING HYPOTHESIS

If new terminals and routes pull business and tourist inflow, demand tends to follow the passenger.

0.86mentions per 10,000 articles+23.9%share change vs prior year

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

001112024Q3: 02024Q32024Q4: 02024Q42025Q1: 02025Q12025Q2: 12025Q22025Q3: 02025Q32025Q4: 12025Q42026Q1: 02026Q12026Q2: 02026Q2
View quarterly signal counts
Airports & air links in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q31060.62
2024Q41090.61
2025Q11500.6
2025Q21621.02
2025Q32020.74
2025Q41321.09
2026Q11220.85
2026Q2740.96

Where this signal concentrates in the comparison geography

North Carolina1.5 / 10,000
ADOPTION SHIFTEV adoption & chargingsupply not mapped
THE OPERATING HYPOTHESIS

The EV shift can pull charging, battery and service demand through every fleet.

10.81mentions per 10,000 articles+16.9%share change vs prior year

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

04813172024Q3: 102024Q32024Q4: 92024Q42025Q1: 72025Q12025Q2: 102025Q22025Q3: 82025Q32025Q4: 142025Q42026Q1: 102026Q12026Q2: 122026Q2
View quarterly signal counts
EV adoption & charging in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q3179110.51
2024Q416629.37
2025Q119047.61
2025Q2164510.32
2025Q323248.53
2025Q4178214.76
2026Q1158210.96
2026Q295512.41

Where this signal concentrates in the comparison geography

Kentucky21.6 / 10,000
Delaware20.4 / 10,000
Iowa16.0 / 10,000
CONNECTIVITY BUILD-OUTRail & metro connectivitysupply not mapped
THE OPERATING HYPOTHESIS

Where rail and metro build out, station-area demand can follow the footfall.

1.63mentions per 10,000 articles+36.8%share change vs prior year

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

011222024Q3: 12024Q32024Q4: 12024Q42025Q1: 12025Q12025Q2: 12025Q22025Q3: 12025Q32025Q4: 12025Q42026Q1: 12026Q12026Q2: 12026Q2
View quarterly signal counts
Rail & metro connectivity in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q32211.3
2024Q41851.04
2025Q12791.11
2025Q22181.37
2025Q34911.8
2025Q41831.52
2026Q12021.4
2026Q21261.64

Where this signal concentrates in the comparison geography

Arizona3.6 / 10,000
ACCESS FRICTIONCongestion & traffic frictionsupply not mapped
THE OPERATING HYPOTHESIS

Congestion friction can push footfall toward nearby formats and toward delivery.

17.49mentions per 10,000 articles+2.5%share change vs prior year

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

071320262024Q3: 162024Q32024Q4: 202024Q42025Q1: 142025Q12025Q2: 182025Q22025Q3: 172025Q32025Q4: 202025Q42026Q1: 122026Q12026Q2: 222026Q2
View quarterly signal counts
Congestion & traffic friction in the United States coverage
QuarterMentionsPer 10,000 articles
2024Q3279016.37
2024Q4369720.85
2025Q1356214.23
2025Q2288118.08
2025Q3470517.27
2025Q4243320.16
2026Q1186012.88
2026Q2175122.75

Where this signal concentrates in the comparison geography

Maryland117.7 / 10,000
Connecticut59.8 / 10,000
Colorado53.2 / 10,000
RESEARCH & CHANGING CONVERSATIONS

Related research and changing coverage

the United States transportation and logistics coverage

Expand panel +
RESEARCH CONTEXT · 2017

Disruptive Transportation: The Adoption, Utilization, and Impacts of Ride-Hailing in the United States

eScholarship (California Digital Library)

563 citations in the snapshot

RESEARCH CONTEXT · 2020

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

RESEARCH CONTEXT · 2017

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

RESEARCH CONTEXT · 2018

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

KeywordRecent articlesPrior articlesShare change
hybrid power split devices6722275.3%
drive cycle efficiency5020208.1%
commercial ev platforms4220158.8%
automotive middleware4322140.9%
local energy markets6536122.5%
embedded vehicle software443174.9%

Share changes describe coverage in the stated comparison periods, not search demand or market size.

GEOGRAPHIC FOOTPRINT

Where companies are based

Company counts, hiring and disclosed funding across the recorded hubs.

Expand panel +
8 cards

Swipe or scroll horizontally to browse.

UNDERSTAND THE LANDSCAPE

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 ↗
Coming soon