Radar · Industry landscape · the United States
Transportation and Logistics Tech Landscape of the United States
9,154 Transportation and Logistics Tech companies in the United States, in one picture: who is hiring, who is raising money, who founded them, where they are based, what the news is about, which skills employers want and where the research is going. Updated August 2026.
9,154companies tracked
$131.5Bdisclosed funding
621hiring right now
5,039events · 24 months
400,109news articles · 12 months
Who leads Transportation and Logistics Tech in the United States
Shows the top 9,154 U.S. transportation and logistics tech firms, highlighting who is hiring, who has disclosed funding, and which companies appear most often in public coverage.
open roles
Hiring now
ranked by live open roles
- 01
Vontier13last posted Aug 2026
- 02
ShipBob13last posted Aug 2026
- 03
Circle Logistics12last posted Jul 2026
- 04
Panasonic Avionics12last posted Jul 2026
- 05
ShipMonk12last posted Jul 2026
- 06
Echo Global Logistics12last posted Jul 2026
- 07
Project4412last posted Jul 2026
- 08
Velociti11last posted Jun 2026
621 companies hiring · 27 posted in the last 30 days
disclosed funding
Most funded
disclosed totals, all rounds
- 01
Waymo$27.1BSeries D · Feb 2026
- 02
Uber$18.7BPost IPO · Dec 2020
- 03
Cruise$7.7BSeries E · Feb 2022
- 04
Lyft$5BSeries I · Aug 2018
- 05
Uber Freight$2.8BSeries B · Nov 2021
- 06
Flexport$2.7BSeries E · Jan 2024
- 07
Nuro$2.3BSeries E · Aug 2025
- 08Gogo$2.3BPost IPO · Sep 2020
1,275 companies with disclosed rounds · $131.5B total
revenue
Revenue leaders
official filings first, else latest snapshot
- 01
Pelicargo$21.2BFY2023 filing
- 02
- 03
- 04
Samsara$1.6BFY2026 filing
- 05
RXO$1.4BFY2026 filing
- 06
Public Storage$1.2BFY2023 filing
- 07
Saia$806.2MFY2018 filing
- 08
44 companies with a revenue figure
headcount
Largest teams
ranked by tracked headcount
- 01
- 02
Amazon Logistics27,899tracked employees
- 03
national express22,000tracked employees
- 04
LAZ Parking15,000tracked employees
- 05
- 06
- 07
- 08
wabash national6,900tracked employees
550 companies with headcount data
share of events
Share of voice
share of all tracked sector news events, 24 months
- 01
Oracle Supply Chain Management Solutions25.7%2,265 tracked events
- 02
- 03
GXO6.2%544 tracked events
- 04
Edelman4.7%414 tracked events
- 05
- 06
WiseTech Global2.1%186 tracked events
- 07
Symbotic1.6%140 tracked events
- 08
Serve Robotics1.5%129 tracked events
8,808 tracked events across 450 companies
articles
In the news
Prism news coverage, last 12 months
- 01
- 02
Carey3,991articles in the window
- 03
Vecna2,818articles in the window
- 04
- 05
PFS1,307articles in the window
- 06
Grand Junction1,019articles in the window
- 07
ETC994articles in the window
- 08
492 of these companies drew sector coverage in the window
Radar
See all 9,154 Transportation and Logistics Tech companies in the United States
Filter by funding, headcount, hiring and location, and export the list.
How the Transportation and Logistics Tech ecosystem in the United States grew, 2016–2025
Lists the number of companies founded each year from 2016 to 2025, noting a peak of 580 new firms in 2020 and 28 in 2025.
Companies founded / year
new Transportation and Logistics Tech companies in the United States
20162025
peak 580 in 2020
Companies raising / year
with a disclosed round that year
20162025
peak 258 in 2022
Disclosed funding / year
sum of disclosed rounds (USD)
20162025
peak $16.5B in 2021
Where Transportation and Logistics Tech companies in the United States are based
Ranks U.S. cities by the count of sector companies, with San Francisco (388) and New York City (384) leading the list.
Hub 01
San Francisco
388 Transportation and Logistics Tech companies
21% of the Transportation and Logistics Tech companies across these hubs
388companies
$48.9Bdisclosed funding
47hiring now
Hub 02
New York City
384 Transportation and Logistics Tech companies
21% of the Transportation and Logistics Tech companies across these hubs
384companies
$3.6Bdisclosed funding
18hiring now
Hub 03
Los Angeles
217 Transportation and Logistics Tech companies
12% of the Transportation and Logistics Tech companies across these hubs
217companies
$893.2Mdisclosed funding
14hiring now
Hub 04
Miami
209 Transportation and Logistics Tech companies
11% of the Transportation and Logistics Tech companies across these hubs
209companies
$1.7Bdisclosed funding
10hiring now
Hub 05
Chicago
195 Transportation and Logistics Tech companies
11% of the Transportation and Logistics Tech companies across these hubs
195companies
$3.7Bdisclosed funding
19hiring now
Hub 06
Atlanta
168 Transportation and Logistics Tech companies
9% of the Transportation and Logistics Tech companies across these hubs
168companies
$933.6Mdisclosed funding
15hiring now
Hub 07
San Diego
131 Transportation and Logistics Tech companies
7% of the Transportation and Logistics Tech companies across these hubs
131companies
$1.3Bdisclosed funding
15hiring now
Hub 08
Austin
130 Transportation and Logistics Tech companies
7% of the Transportation and Logistics Tech companies across these hubs
130companies
$1.5Bdisclosed funding
14hiring now
generated artwork
The Transportation and Logistics Tech market map of the United States: what these companies actually do
Breaks down product sub‑categories and revenue models, showing enterprise tech (6,059 firms) and subscription pricing (5,773 firms) as the largest groups.
- Enterprise Tech6,059 companies · $90.1B raised · 482 hiring
- Enterprise Software3,621 companies · $31.5B raised · 261 hiring
- SaaS2,862 companies · $38.1B raised · 214 hiring
- Consumer Digital2,650 companies · $73.2B raised · 124 hiring
- Logistics SaaS2,213 companies · $26.8B raised · 169 hiring
- Gig Employers1,120 companies · $34B raised · 65 hiring
- Shared Mobility1,116 companies · $66.7B raised · 39 hiring
- Marketplaces1,098 companies · $31.3B raised · 75 hiring
- Fleet Management992 companies · $8.1B raised · 43 hiring
- Commerce Enablers987 companies · $12.7B raised · 94 hiring
- E-Commerce Logistics926 companies · $9.7B raised · 83 hiring
- B2C E-Commerce771 companies · $64.2B raised · 38 hiring
Monetization
How Transportation and Logistics Tech companies make money
How many companies earn revenue each way. Plenty use more than one model, so the counts add up to more than the sector.
Subscription5,773
Commission on Transaction2,567
Fee-For-Service2,165
E-Commerce - Service1,839
E-Commerce - Product555
Advertising494
Physical Commerce375
Renting / Leasing237
Funding, M&A and the deals moving Transportation and Logistics Tech in the United States
Counts 5,039 corporate events over the past two years, including key‑person announcements (1,038) and earnings releases (832).
Leadership 1,038Earnings 832Product 719Announcement 591M&A 521Contracts 361Funding 356Lawsuit 147Layoffs 116Assets 112
- M&Atoday announced the acquisition of Moove Connected Mobility2026-05-05
- M&AWalmart signed an $11 billion deal with Symbotic in 2022 to retrofit 42 regional distribution centres.2026-05-05
- M&AWorldly, the leading sustainability and supply chain intelligence platform for the consumer goods industry, has acquired Bendi Software, a UK-based supply chain mapping and supplier risk intelligence company.2026-05-04
- FundingNeology – which won the Sustainable Cities Challenge organised by the Toyota Mobility Foundation and secured USD 500,000 to develop a hydrogen refuelling solution in Detroit.2026-05-01
- M&ACapacity has acquired DevRefactory, a customer experience software company founded in 2020, in a transaction advised by Tampa-based Hyde Park Capital.2026-04-28
- FundingMaritime and Port Authority of Singapore (MPA) has awarded close to SGD 3.7 million (USD 2.9 million) in R&D co-funding to six companies, including Alicia Bots, C-Leanship, Neptune Robotics, Oceanis Robotics, RINA, and Seahi Robotics.2026-04-28
- M&ALast year, it bought the European ride-hailing app Freenow for $175 million, its first move outside the US or Canada.2026-04-24
- M&ADescartes Systems Group has acquired Idelic, a developer of fleet safety management software, for $28 million.2026-04-24
- M&ADQS Solutions & Staffing announced it has further expanded its transportation and logistics platform with the acquisition of contract logistics provider Comprehensive Logistics, Inc.2026-04-22
- FundingSince its 2015 founding, student logistics platform Zum has now raised about $500 million, including a fresh $100 million led by TPG to optimize K-12 transportation efficiency.2026-04-17
Mergers and acquisitions
Deals from the last 24 months where a Transportation and Logistics Tech company in the United States was the buyer or the one bought, newest first. “Undisclosed” means the price was never published — not that the deal was worth nothing.
| Acquirer | Target | Deal value | Status | Date |
|---|---|---|---|---|
| XPS Technologies | $65M | Announced | 2026-06-28 | |
| amazon | $775M | Completed | 2026-05-05 | |
| undisclosed | Announced | 2026-05-05 | ||
| $11B | Completed | 2026-05-05 | ||
| Bendi Software | undisclosed | Announced | 2026-05-04 | |
| undisclosed | Announced | 2026-05-01 |
Who is listing, hiring leaders, launching and winning work
Details specific event types such as IPO filings, leadership changes, product launches, and contract wins for the sector.
IPO pipeline
21 companies listed or filing · last 24 months
SMART LogisticsIPO · NASDAQ · SLGB · 2 reportsApr 2026
SmartStop Self StorageIPO · NYSE · SMA · 4 reportsDec 2025
FarEyeIPO · 1 reportNov 2025
ViaIPO · New York Stock Exchange · VIA · 12 reportsSep 2025
Leadership moves
172 tracked people moves · last 12 months
Wright ExpressLauren Taylor Wolfe · Appointment → Board MemberMay 2026
Scoot NetworksVinod Kannan · Appointment → Chief Commercial OfficerMay 2026
TrueCommerceSean Flynn · Appointment → Chief Revenue OfficerMay 2026
RoutewareKristy McKnight · Appointment → Chief Product OfficerApr 2026
Product launches
tracked launches · last 12 months
FourKitesBooking Connect for Ocean (Ocean freight booking platform)May 2026
Slip RoboticsSlipLift platform (Autonomous trailer loading/unloading platform)Apr 2026
bluff manufacturingBluff Core Model Portable Yard Ramp (Portable yard ramp)Apr 2026
Banyan TechnologyAI Agents and enhanced AI tools (AI tools)Apr 2026
Freight TechnologiesFr8Tech AI Transformation Framework (FATF) (Methodology)Apr 2026
Contract wins
233 customer wins · last 24 months
Workhorse Groupwon Gateway FleetsApr 2026
Agility Roboticswon Toyota Motor Manufacturing CanadaApr 2026
GTTwon Samsung Heavy Industries shipyardApr 2026
Workforce actions
15 companies cutting roles · last 24 months
Skipscale undisclosed · cost reductionApr 2026
First Student~49 roles reported · contract lossApr 2026
Freightos~15% of workforce reported · cost reductionApr 2026
Regulatory & litigation
60 regulatory events · 36 tracked suits · 24 months
Windroseregulatory approval receivedApr 2026
Chariotapproved for transfer — Nigerian governmentMar 2026
- stopclub v uberabuse of dominant position investigation in transport market · FiledApr 2026
- US Federal Trade Commission (FTC) v uberdeceptive subscription practices · OngoingApr 2026
Earnings pulse
companies reporting results · last 24 months
70 companies reporting976 company-quarters trackedbeat 206miss 116in line 13
Half of these companies grew revenue faster than +14.0%, half slower.
Who is building Transportation and Logistics Tech in the United States
Profiles 3,440 founders and CEOs across 2,761 firms, noting frequent alma maters like Stanford (70) and prior employers such as Microsoft (28).
Founders and chief executives12 of 3,440, from the best-funded companies on this page
Partner-Founders Fund · Ex-Co-Founder-ImportGenius · University of California Berkeley BA 2002, Columbia Business School MBA 2008
Ex-Google, Two Sigma · University of Otago BSc 2001, Carnegie Mellon University MS 2006
Executive Administrative Assistant to CEO, CFO, General Counsel, Chief People Officer
Ruth Ruffino
Gogo Business Aviation, ex-Gogo, ex-Ncr
Ex-Global Airtech, Transamerica Investment Management, HDFC Securities · Boston College BA 2003
Ex-Kinzon Capital, Tencent, NORICT Beijing, IBM. University of California Berkeley, Haas School of Business MBA 2005
Ex-Willow Garage · The Johns Hopkins University BS 2003, Stanford University MS 2005, PhD 2007
Ex-McKinsey, IDF. The Hebrew University of Jerusalem BSc 1998, Tel Aviv University MSc 2005, Weizmann Institute of Science PhD 2012
Ex-Argo AI, Uber Advanced Technologies Center · Carnegie Mellon University MS 1993, PhD 1998
Ex-Intel, Skyworks. The George Washington University 1996
Where the founders studied
alma mater on record for 462 of 3,440 founders
Stanford University70
Massachusetts Institute of Technology68
Harvard University42
University of California (Berkeley)39
Cornell University34
Harvard Business School33
University of Pennsylvania25
Carnegie Mellon University22
Where they worked before
a previous employer on record for 143 of 3,440 founders
Microsoft28
Google26
Amazon20
McKinsey17
Uber13
Intel9
Cisco8
Morgan Stanley6
Founders flagged as repeat founders
of 2,989 founders with a profile on this page
38
carry a repeat-founder flag
- flagged as repeat founders38
- no repeat-founder flag2,951
Women and men among the founders
first names matched for 3,141 of 3,440 founders
9%
of matched founders are women
- women288
- men2,853
Inferred from first names, using 119 million people who state their own gender: a first name counts only where at least 20 of them share it and at least 90% of those share the same gender. The other 299 founders go in neither column.
Radar
Look up the people behind Transportation and Logistics Tech companies in the United States
Search founders, executives and operators by company, role and location.
Who funds Transportation and Logistics Tech in the United States
Records 2,861 funding rounds since 2016 from 2,637 investors, with a typical round size of $5 million.
| Investor · most active investors since 2016 | Rounds | Led | Latest |
|---|---|---|---|
| Y Combinator | 86 | 40 | Oct 2025 |
| Techstars | 64 | 33 | Jan 2026 |
| U.S. Department of Transportation | 45 | — | Dec 2025 |
| 8VC | 37 | 14 | Apr 2026 |
| Andreessen Horowitz | 35 | 16 | Feb 2026 |
| Tiger Global Management | 34 | 21 | Mar 2026 |
| Founders Fund | 27 | 7 | Apr 2026 |
| SoftBank Vision Fund | 26 | 17 | Nov 2025 |
| Plug and Play Tech Center | 24 | 12 | Feb 2025 |
| Dynamo Ventures | 24 | 8 | Oct 2022 |
Stage mix · rounds since 2016
Seed & Angel1,049
Series A–B1,001
Series C+ / PE347
Grants, debt & other464
The typical round is $5M — half were bigger, half smaller.
The biggest Transportation and Logistics Tech funding rounds in the United States
Highlights the largest disclosed round—Waymo’s $16 billion Series D—and lists ten other large recent rounds.
| Company | Round | Size | When | Backers |
|---|---|---|---|---|
| Series Dmega-round | $16B | Feb 2026 | Dragoneer Investment Group, DST Global, Sequoia Capital +13 more | |
| Series Cmega-round | $5.6B | Oct 2024 | Andreessen Horowitz, Fidelity Investments, Perry Creek Capital +3 more | |
| Series Gmega-round | $3.5B | Jun 2016 | Public Investment Fund | |
| Series Emega-round | $2.8B | Dec 2014 | Fidelity Investments, Wellington, Menlo Ventures +7 more | |
| Series Cmega-round | $2.5B | Jun 2021 | Andreessen Horowitz, AutoNation, CPP Investments +7 more | |
| Series Bmega-round | $2.2B | May 2018 | SoftBank Vision Fund | |
| Series Bmega-round | $2.2B | Mar 2020 | Magna, AutoNation, CPP Investments +3 more | |
| Series Bmega-round | $2.2B | Nov 2021 | — | |
| Series Dmega-round | $2.2B | Jan 2021 | Microsoft, Honda | |
| Series Emega-round | $1.7B | May 2015 | Goldman Sachs Investment Partners |
Venture round sizes · 2023–2025
<$1M82
$1–10M184
$10–50M120
$50–250M38
>$250M6
430 venture rounds with a disclosed amount in the window.
Fresh cheques · last 6 months
Series CundisclosedMay 2026
Conventional DebtundisclosedMay 2026
Series F$100MApr 2026
Series C$95MApr 2026
- Seed$24MApr 2026
Series D$21.5MApr 2026
Post IPO$5MApr 2026
Series A$3.2MApr 2026
What the news says about Transportation and Logistics Tech in the United States
Aggregates 400,109 news articles from the last year, with common topics including trade policies, new product launches, and space exploration missions.
News volume
Transportation and Logistics Tech coverage across United States · articles per quarter
2021Q22026Q1
peak 134,399 in 2025Q1 · 400,109 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative)
202120232025
Positive-tone share moved 64% → 56%, negative 35% → 43% across 2021–2025.
What the coverage is about
The subjects that dominate Transportation and Logistics Tech news in United States. The arrow shows whether each one is being written about more or less than a year ago.
- Trade policies and agreements44,129→+6%
- Lunar and martian exploration missions18,791▲+84%
- New product launches and innovations17,552▲+33%
- International political relations17,048▲+68%
- Economic policy and financial regulation14,553→-4%
- Space launch infrastructure development13,975▲+12%
- Space station infrastructure13,946▼-26%
- Strategic partnerships and collaborations13,849▲+31%
- Company expansions and new market entries12,687▲+73%
- International relations and diplomacy12,644▲+88%
Most-covered companies · last 12 months
- 4,452
- 3,991
- 2,818
- 1,422
- 1,307
- 1,019
- 994
- 922
- 751
- 667
492 Transportation and Logistics Tech companies here were named in the news over this period.
Prism
Watch Transportation and Logistics Tech coverage in United States as it happens
Prism follows these subjects story by story — which companies are named, what is said about them and how the tone moves.
Momentum
The words getting louder — and quieter
Which terms are showing up in more stories than a year ago, and which are fading. The percentage is the change in how many articles mention them.
trade facilitation commitments+47%bilateral trade terms+60%artemis program+1127%customs union deal+95%flight disruption payments+100%free trade pact+65%tanker routing+511%trade bloc compliance+46%aframax tankers+389%preferential trade deal+123%
nautical disaster-40%severe weather warning-48%vessel accident-48%extreme weather advisory-48%life-threatening weather-52%
The pressures the press keeps returning to
Three recurring angles in United States Transportation and Logistics Tech coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
407,428 articles touch this dimension · 47.6% critical tone
20212025
signals: tariff negotiations, free trade deals, preferential tariff
Funding Momentum ▲ rising
103,178 articles touch this dimension · 40.7% critical tone
20212025
signals: satellite telecommunication, satellite ground stations, satellite telemetry
Growth ▲ rising
138,778 articles touch this dimension · 35.9% critical tone
20212025
signals: logistics update, logistics bottleneck, tariff negotiations
Transportation and Logistics Tech jobs in the United States: who is hiring and what they ask for
Lists 20,829 job postings from 921 employers in the past year, where the median advertised salary is $65 k and top skills include Excel and Python.
20,829postings · last 12 months
31,033postings tracked overall
921employers advertising
$65kmedian advertised salary/yr (n=2800)
Demand
The Skills Employers Ask For
What Transportation and Logistics Tech employers in the United States put in their job ads. The bar is how many postings ask for it; the arrow shows whether demand grew or shrank against the year before.
- excel446▲
- python335▲
- sql285▲
- ai206▲
- word179▲
- maintenance169▲
- cleaning169▲
- sweeping169▲
- mopping168▲
- salesforce157▲
What level are these roles?
Entry602
Intern366
Senior2,363
Lead834
Manager5,658
What they pay, by level
- Manager$100k/yr (n=617)
- Senior$141k/yr (n=249)
- Lead$136k/yr (n=94)
Most advertised titles
- 715
- 372
- 218
- 191
- 187
- 184
What Transportation and Logistics Tech research in the United States is working on
Summarizes 637 papers from India‑affiliated institutions, noting 75 identify common problems, 26 issue cautions, and 447 discuss opportunities.
How this field talks about itself
United States-affiliated Transportation and Logistics Tech papers (gold) against all published research (grey)
Promising52.4% · 37.5%1.4×
Breakthrough17.7% · 26.2%0.7×
Problem-identifying11.5% · 9.5%1.2×
Descriptive9.9% · 17.5%0.6×
Cautionary4.1% · 4.5%≈ par
Comparative4.1% · 3.9%≈ par
United States-affiliated Transportation and Logistics Tech literature runs 1.4× more “promising” than science at large (52.4% vs 37.5% baseline).
How the work is done
Methods-led65.9%
Empirical24.5%
Reviews5.7%
Position pieces3.5%
Theoretical0.5%
How the research reads
90% positive · 5% neutral · 5% negative, across 637 papers.
The institutions doing the work · United States
- 872
- 691
- 587
- 436
- 382
- 369
ranked by how often their work is cited
Leading researchers · United States-affiliated work
Fengqi You · Kara M. Kockelman · T. Donna Chen · Belinda Wang · Dajun Yue · Tom L. Richard · Zuo‐Jun Max Shen · Long He
The most-cited breakthroughs
- DeepPool: Distributed Model-Free Algorithm for Ride-Sharing Using Deep Reinforcement Learning · 167 cites
- Next-Generation Automated Vehicle Location Systems: Positioning at the Lane Level · 135 cites
- Sustainable Design and Operation of Cellulosic Bioelectricity Supply Chain Networks with Life Cycle Economic, Environmental, and Social Optimization · 129 cites
- MOVI: A Model-Free Approach to Dynamic Fleet Management · 102 cites
- Vehicle Rebalancing for Mobility-on-Demand Systems with Ride-Sharing · 73 cites
Common problems researchers identify69 papers · 4 recurring themes
Problems · theme 01
Electrified Fleet Planning Challenges
26 papers · 37.7% of this block
▼ -63% share2022→2025 share of research on this subject
Researchers highlight difficulties in integrating electric vehicles and autonomous technologies into fleet operations and demand-responsive services.
Electrification · Automotive engineering · Transport engineering · Fleet management
“Joint Optimization Scheme for the Planning and Operations of Shared Autonomous Electric Vehicle Fleets Serving Mobility on Demand”
26 of these papers raise it as a problem
Problems · theme 02
Standardization Gaps in Fleet Management
25 papers · 36.2% of this block
▼ -13% share2022→2025 share of research on this subject
Studies point to inconsistent standards and service models hindering efficient management of diverse vehicle fleets.
Fleet management · Standardization · Service · Aeronautics
“Construction Equipment Fleet Management Using Telematics Technology: Research And Resultant Educational Perspectives”
25 of these papers raise it as a problem
Problems · theme 03
Supply Chain Modeling Complexities
10 papers · 14.5% of this block
▲ +23% share2022→2025 share of research on this subject
Papers discuss obstacles in optimizing supply chain structures and the integration of emerging tracking technologies.
Supply chain optimization · Supply chain · Chain · Supply chain management
“Review on modeling and optimization problems about RFID technology and applications”
10 of these papers raise it as a problem
Problems · theme 04
Scaling Biofuel Supply Chains
8 papers · 11.6% of this block
▼ -14% share2022→2025 share of research on this subject
Research identifies logistical and raw‑material constraints that limit large‑scale biofuel production and distribution.
Biofuel · Supply chain · Raw material · Biomass
“Challenges in Scaling Up Biofuels Infrastructure”
8 of these papers raise it as a problem
Cautions24 papers · 4 recurring themes
Cautions · theme 01
Operational Risks in Fleet Scheduling
12 papers · 50.0% of this block
▼ -81% share2022→2025 share of research on this subject
Authors caution that current scheduling approaches may strain infrastructure and reduce reliability of on‑demand services.
Fleet management · Service · Scheduling · Operations research
“Fleet Standardisation and Airline Performance”
12 of these papers raise it as a problem
Cautions · theme 02
Environmental Impacts of Biofuel Logistics
5 papers · 20.8% of this block
▼ -23% share2022→2025 share of research on this subject
Works warn that biofuel supply chains can generate significant emissions without careful location and process planning.
Biofuel · Supply chain · Greenhouse gas
“Location Allocation of Biorefineries for a Switchgrass-Based Bioethanol Supply Chain Using Energy Consumption and Emissions”
5 of these papers raise it as a problem
Cautions · theme 03
Revenue Uncertainty in Electrification
4 papers · 16.7% of this block
▼ -22% share2022→2025 share of research on this subject
Studies highlight financial risks associated with pricing strategies and charging infrastructure for electric vehicle fleets.
Electrification · Revenue
“Management of a Shared Autonomous Electric Vehicle Fleet: Implications of Pricing Schemes”
4 of these papers raise it as a problem
Cautions · theme 04
Machine‑Learning Limits in Supply Optimization
3 papers · 12.5% of this block
▲ +149% share2022→2025 share of research on this subject
Researchers note that data‑driven methods may struggle with transparency and robustness in complex supply networks.
Supply chain optimization · Supply chain
“Supply Chain Optimization: Machine Learning Applications in Inventory Management for E-Commerce”
3 of these papers raise it as a problem
Opportunities411 papers · 7 recurring themes
Opportunities · theme 01
Advanced Supply‑Chain Optimization
93 papers · 22.6% of this block
▲ +26% share2022→2025 share of research on this subject
Opportunities focus on integrating simulation and optimization to enhance resilience and efficiency across logistics networks.
Supply chain · Supply chain management · Supply chain optimization · Supply chain risk management
“Supply chain management using an optimization driven simulation approach”
Opportunities · theme 02
Integrated Airline Fleet and Routing Solutions
70 papers · 17.0% of this block
▼ -72% share2022→2025 share of research on this subject
Papers propose unified models that combine flight selection, fleet assignment, and crew scheduling for aviation operations.
Fleet management · Operations research · Scheduling · Aviation
“An Integrated Approach for Airline Flight Selection and Timing, Fleet Assignment, and Aircraft Routing”
Opportunities · theme 03
Data‑Driven Fleet Efficiency
63 papers · 15.3% of this block
▼ -39% share2022→2025 share of research on this subject
Research explores analytics and simulation to improve fuel use, reliability, and overall performance of vehicle fleets.
Fleet management · Fuel efficiency · Automotive engineering · Analytics
“Safe and Sustainable Fleet Management with Data Analytics and Training”
Opportunities · theme 04
Electric Fleet Charging Strategies
52 papers · 12.7% of this block
▲ +2% share2022→2025 share of research on this subject
Studies develop policies and algorithms for managing charging infrastructure and operations of electric vehicle fleets.
Electric vehicle · Electrification · Battery · Fleet management
“Operations of a Shared, Autonomous Electric Vehicle Fleet: Implications of Vehicle & Charging Infrastructure Decisions”
Opportunities · theme 05
Biofuel Supply‑Chain Design
51 papers · 12.4% of this block
▼ -19% share2022→2025 share of research on this subject
Works present stochastic and GIS‑based models to optimize biomass sourcing, processing, and distribution for renewable fuels.
Biofuel · Biomass · Supply chain · Cellulosic ethanol
“<scp>GIS</scp>‐enabled biomass‐ethanol supply chain optimization: model development and Miscanthus application”
Opportunities · theme 06
Optimized Vehicle Routing and Services
43 papers · 10.5% of this block
▼ -64% share2022→2025 share of research on this subject
Research advances routing algorithms and rebalancing techniques to support shared mobility and on‑demand transport.
Operations research · Service · Vehicle routing problem · Fleet management
“Carsharing”
Opportunities · theme 07
Telematics for Truck Performance
39 papers · 9.5% of this block
▼ -29% share2022→2025 share of research on this subject
Papers leverage GPS and sensor data to develop tools for monitoring and improving commercial truck operations.
Global Positioning System · Truck · Transport engineering · Telematics
“Processing Commercial Global Positioning System Data to Develop a Web-Based Truck Performance Measures Program”
Which of these themes are growing fastest
Tracks how the share of research themes has shifted worldwide between 2022 and 2025.
Problems
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining sharelosing share
Supply Chain Modeling Complexities▲+23%
Standardization Gaps in Fleet Management▼-13%
Scaling Biofuel Supply Chains▼-14%
Electrified Fleet Planning Challenges▼-63%
Cautions
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining sharelosing share
Machine‑Learning Limits in Supply Optimization▲+149%
Revenue Uncertainty in Electrification▼-22%
Environmental Impacts of Biofuel Logistics▼-23%
Operational Risks in Fleet Scheduling▼-81%
Opportunities
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining sharelosing share
Advanced Supply‑Chain Optimization▲+26%
Electric Fleet Charging Strategies▲+2%
Biofuel Supply‑Chain Design▼-19%
Telematics for Truck Performance▼-29%
Data‑Driven Fleet Efficiency▼-39%
Optimized Vehicle Routing and Services▼-64%
Integrated Airline Fleet and Routing Solutions▼-72%
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About this data: built from Fliar's company, founder, funding, hiring, jobs, news and research trackers, covering the United States. Counts are of companies we track, not of every company that exists. Updated August 2026.
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