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 ↗
Singapore’s
transportation and logistics industry,
in focus.
The companies, capital and talent shaping transportation and logistics in Singapore. Find the leaders. Understand the segments. See where the activity is.

An industry ecosystem,
measured in context.
MEET THE COMPANIESExplore Singapore’s transportation and logistics leaders
24 featured companies from the funding, hiring, revenue and team-size leaderboards.
Expand panel +
Explore Singapore’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 Singapore
A few useful ratios bring the size of this ecosystem into perspective.
24 of 514 tracked companies have open roles.
14 of 514 tracked companies have a recorded round.
Share of disclosed capital received by the three largest recorded recipients.
Midpoint of 11 rounds with a disclosed amount.
Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 85.7% of disclosed capital, while 97.3% of tracked companies have no recorded funding round.
Explore the segments →CAPITAL & COMPANY FORMATIONHow Singapore transportation and logistics has grown
Recorded company formation and disclosed funding across the complete annual series shown.
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How Singapore 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 | $0 | 20 | 0 |
| 2017 | $0 | 17 | 0 |
| 2018 | $127.61M | 15 | 2 |
| 2019 | $205.4M | 24 | 2 |
| 2020 | $0 | 20 | 0 |
| 2021 | $10.47M | 18 | 1 |
| 2022 | $0 | 17 | 0 |
| 2023 | $0 | 5 | 0 |
| 2024 | $724.03M | 4 | 2 |
| 2025 | $8.53M | 1 | 1 |
Funding concentration
Share of all disclosed company funding.
- Jewel Changi Airport56.2%
- Miclyn Express Offshore16.1%
- First Ship Lease Trust13.4%
- Other companies14.3%
Funding by stage
18 recorded rounds since 2016
Investors appearing most often
Recorded participation in transportation and logistics company rounds since 2016.
- 01Golden Ocean 4 rounds
- 02Super Group 1 rounds
- 03Searchlight Capital 1 rounds
- 04URBAN-X 1 rounds
- 05Kae Capital 1 rounds
- 06Real Time Accelerator Fund 1 rounds
- 07Lighthouse Canton 1 rounds
- 08Innoven Capital 1 rounds
- 09Hellenic Bank 1 rounds
- 010Zhongli International Leasing 1 rounds
Recent recorded rounds
Latest recorded rounds · USDLargest and notable recorded rounds
Each card is one recorded roundBacked by Golden Ocean.
Backed by Golden Ocean.
Backed by Super Group.
Backed by Kae Capital and Real Time Accelerator Fund and others.
THE BUSINESS BEHIND THE ACTIVITYRevenue, profitability & financial strength
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Revenue, profitability & financial strength
Annual accounts availability
No reviewed exact national-ID connector has yet been qualified for Singapore; this is a checked implementation boundary, not evidence that filings are absent.
Web traffic, app reach and release cadence
How the Singapore companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.
Busiest websites
5 of the 514 companies on this page carry a measured traffic record (1%); these are the largest of those, by monthly visits. The median among them is 1,662,011 visits.
| Company | Monthly visits | Authority | Mobile |
|---|---|---|---|
| Singapore Airlinessingaporeair.com | 8,205,065 | 75 | 56.7% |
| Scootflyscoot.com | 3,570,805 | 68 | 64.6% |
| Changi Airportchangiairport.com | 1,662,011 | 69 | 77.1% |
| Jewel Changi Airportjewelchangiairport.com | 244,136 | 55 | 79.8% |
| PILpilship.com | 189,475 | 46 | 13% |
Visits and authority are third-party web estimates, not company-reported figures.
Most-installed apps
21 of these companies (4.1%) publish at least one Android app — 38 apps in all, carrying 10M installs between them.
| App | Installs | Rating | Store category |
|---|---|---|---|
| Singapore AirlinesSingapore Airlines | 5.3M | 4.8 | Travel & Local |
| ScootScoot | 2.6M | 4.5 | Travel & Local |
| Kris+ by Singapore AirlinesSingapore Airlines | 1.9M | 3.6 | Lifestyle |
| AHOY - Seafarer’s professionalSynergy Group | 69.2K | 4.6 | Productivity |
| SWEET Changi AirportChangi Airport | 47.5K | — | Productivity |
| acCEss Changi EastChangi Airport | 43.7K | — | Travel & Local |
| PILPIL | 15.8K | — | Business |
| PSAU LearnPSA International | 11.6K | — | Education |
| Strides Premier PartnerStridespremier | 9.5K | — | Travel & Local |
| JP PassJurong Port | 6.6K | — | Business |
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 | 3 | 9.8M | Singapore Airlines 5.3M | |
| Airport Operators | 3 | 91.2K | SWEET Changi Airport 47.5K | |
| Port Operators | 5 | 19.5K | PSAU Learn 11.6K | |
| Maritime Shipping | 6 | 16.2K | PIL 15.8K | |
| Warehousing | 10 | 6.7K | YES! Your Extra Space 4.1K | |
| Professional Consumer Services | 2 | 4.7K | Extra Space Express 619 | |
| Freight Forwarders | 12 | 3.4K | ST LOGISTICS AMS 1.4K |
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. 23 of 38 apps carry a release date. The series ends at 2026Q1, the last quarter that closed before the June 2026 reading.
INSIDE THE INDUSTRYThe Singapore transportation and logistics market map
Explore the segments behind the headline numbers.
Expand panel +
The Singapore 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.
Segment data unavailable
The largest measured segment in this report snapshot.
0 companies hiring · $0 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
BOC Aviation has completed a self-arranged club loan transaction worth US$2 billion with the participation of 19 international banks, strengthening its funding base and supporting future growth.
On Feb 24, Marco Polo Marine announced a proposed placement of up to 144.9 million new shares at S$0.145 apiece, raising up to about S$21 million in gross proceeds.
MOL said today it had taken a 15% stake in CKL
Its first issuance under this new programme totals USD 300 million in senior unsecured notes, maturing in May 2031, with an 8.5% coupon.
Singapore-based product tanker giant Hafnia has agreed to acquire a 14.45% holding in Danish rival Torm from Oaktree Capital Management in a deal worth about $311.4m.
ComfortDelGro became the sole owner of taxi operator CityCab on Monday, after acquiring all of ST Engineering Land Systems’ shares for a total purchase consideration of S$116.3 million.
PSA International is exploring the sale of its 20 per cent stake in CK Hutchison’s ports business.
Watson Farley & Williams (“WFW”) advised Pacific Basin Shipping (“Pacific Basin”) on a US$250m sustainability-linked seven-year senior secured committed revolving credit facility.
KKR acquired Goodpack in 2014 for about $1 billion and delisted the company.
Singapore Post was founded in 1819, and IPO on Singapore Exchange (SGX) in 2003.
Full recorded event mix
Top 10 categories among 432 recorded events in the 24-month window.
IPO pipeline
1 companies with recorded IPO activity
IPO activity · SGX1 reports
Leadership moves
19 tracked people moves
Appointment Cadet Administrative Officer
Appointment Chief Executive Officer
Appointment Deputy Chairman and Non-Executive Independent Director
Promotion Group role within parent company ComfortDelGro
Appointment director of S&P
Appointment Non-Executive Director
Departure
Departure Previously Chief Financial Officer
Product launches
Products, platforms and features in the recorded window
Service
Service
Autonomous shuttle
Corporate booking
Contract wins
34 recorded customer wins
Customer: sf groupLogistics
Customer: Shenzhen S.F. Taisen Holding (SF)Air Cargo and Logistics
Customer: sky airlineAviation
Customer: Shipping Corporation of India Land and AssetsMaritime training, research and knowledge exchange
Customer: yang ming marine transportMaritime Shipping
Customer: Cambodian AirwaysCommercial aviation
Workforce actions
2 companies with reported reductions
5 rolesredundancy
Scale not stated rolesautomation
Regulatory events
8 recorded events
approved for storage of aluminum and lead ingotsCME Group
approved to operate in key portsSaudi authorities
approved for partnershipCompetition and Consumer Commission of Singapore
conditionally approvedCompetition and Consumer Commission of Singapore (CCCS)
Litigation
3 tracked suits
Price-fixing of fuel surchargesCivil · Ongoing
Insurance claims for stranded aircraft lossesCivil · Ongoing
Earnings pulse
Reported company results in the recorded window.
Median across 107 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 |
|---|---|---|---|
| Hafnia→TORM plc | Announced | 2025-09-11 | Not stated in snapshot |
| ComfortDelGro→ST Engineering Land Systems | Completed | 2025-09-02 | Not stated in snapshot |
| ComfortDelGro→citycab | Completed | 2025-09-01 | $1.2B |
| Na→PSA International ↗ | Rumored | 2025-07-27 | Not stated in snapshot |
| Singapore Airlines→air india | Completed | 2025-02-21 | Not stated in snapshot |
| KKR & Co.→goodpack ↗ | Completed | 2025-02-21 | $1.0B |
A discussion or rumour is not a completed transaction. An unstated value is not zero.
PEOPLE & OPPORTUNITYThe talent market
178 postings in the preceding 12 months. The full 1,143-posting snapshot covers 353 employers.
Expand panel +
The talent market
178 postings in the preceding 12 months. The full 1,143-posting snapshot covers 353 employers.
Most advertised job titles
0 tracked postings mention remote work.
The seniority mix
253 postings specify a level.
Skills employers mention
Top skills across 1,143 tracked postings in the available jobs snapshot.
Median across 554 postings with pay data, expressed in USD.
Salary by seniority
Advertised posting medians do not describe all employees or roles.
Companies hiring
| Company | Open roles |
|---|---|
| Jurong Port ↗ | 5 |
| Synergy Shipping ↗ | 3 |
| Allied ↗ | 3 |
| Sin Chew ↗ | 2 |
| BHS ↗ | 2 |
| Work+Store ↗ | 2 |
| Swire Shipping ↗ | 2 |
| goodpack ↗ | 2 |
Large employers
| Company | Employees |
|---|---|
| ComfortDelGro ↗ | 22,972 |
| PIL ↗ | 18,000 |
| penguin international ↗ | 14,500 |
| singapore post ↗ | 7,500 |
| sia engineering company ↗ | 5,515 |
| Changi Airport ↗ | 2,531 |
| Synergy Group ↗ | 1,878 |
| COSCO SHIPPING International ↗ | 880 |
THE PEOPLE BUILDING THE FIELDFounders and leaders
65 founders and chief executives across 59 companies.
Expand panel +
Founders and leaders
65 founders and chief executives across 59 companies.
James Fong
Jewel Changi Airport ↗Ex-Changi Airport Group. Nanyang Technological University Singapore BE 2003, National University of Singapore MBA 2016…
Roger Woods
First Ship Lease Trust ↗ex-MD Tamoil Shipping, ex-FR8, Ugland Brothers. Institute of Chartered Shipbrokers 1992, Merchant Navy College
Jeff Chatfield
Avation ↗Chairman Capital Lease Aviation, F100, Director Diamond Distribution and Polishing, ex-Chairman Advent Air, MD Advent Television…
Narahari Payala
Ziraaf ↗Ex-Co-Founder Ziraaf, RIVIGO. Indian Institute of Technology, Guwahati BTech 2011
Weng Hor
PACC Line ↗Ex-Pacific Carriers, AET, MISC Berhad. INSEAD Advanced Management Programme 2019, Cass Business School Master of Science - MS…
Koh Joo
iHub Solutions ↗Ex-Popular Logistics, Trans-Link Express, Dynacast International, ST Engineering. Loughborough University Master of Science.
Siak Cheng
ComfortDelGro ↗Ex-CEO SBS Transit, Singapore Airforce. Massachusetts Institute of Technology MBA 2006, MIT Sloan School of Management MBA
Hector Gonzalez
PSA International ↗CEO-PSA · Ex-Panalpina · University of Phoenix 2010, Texas Tech University - Rawls College of Business MBA 2013
Alex Hungate
SATS ↗COO-Grab · Ex-CEO SATS, HSBC Singapore, Personal Financial Services, Reuters · HBS 1993, University of Oxford
Lincoln Ng
LE FREEPORT ↗Fubao, Fine Art Storage Services, Asia Freeport Holdings, Managing Director Artport Commercial Consultancy
Vinay Gupta
Union Marine Management Services ↗ex-Fleet Management, Radiant Shipping, Maersk Line. Directorate of Marine Engineering Training BTech 1993…
Cyril Ducau
EPS ↗Cool Company, Kenon Holdings, ex-Pacific Drilling, Morgan Stanley. ESCP Business School 2001
Education networks
5 profiles with education records.
Prior employers
2 profiles with prior-work records.
Profiles cover recorded founders and leaders; contact details remain in Radar.
NEWS INTELLIGENCEHow this industry appears in the news
301,634 articles in the measured 12-month window.
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How this industry appears in the news
301,634 articles in the measured 12-month window.
News volume trends
Transportation and Logistics coverage across Singapore · articles per complete quarter
View quarterly article counts
| Quarter | Articles |
|---|---|
| 2021Q2 | 39,300 |
| 2021Q3 | 43,481 |
| 2021Q4 | 39,592 |
| 2022Q1 | 42,884 |
| 2022Q2 | 43,997 |
| 2022Q3 | 49,319 |
| 2022Q4 | 54,996 |
| 2023Q1 | 57,203 |
| 2023Q2 | 56,327 |
| 2023Q3 | 57,250 |
| 2023Q4 | 62,835 |
| 2024Q1 | 60,941 |
| 2024Q2 | 71,442 |
| 2024Q3 | 69,971 |
| 2024Q4 | 73,016 |
| 2025Q1 | 86,953 |
| 2025Q2 | 56,568 |
| 2025Q3 | 150,452 |
| 2025Q4 | 45,620 |
| 2026Q1 | 51,501 |
Article volume measures coverage, not market sales.
Tone of coverage over time
Most-covered companies
Company share of voice
750 recorded company events across 25 companies; percentages use that event total.
Leading coverage topics
Transportation and Logistics coverage across Singapore · 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 Singapore
| Keyword | Recent | Prior | Change |
|---|---|---|---|
| countries | 4,192 | 1,858 | 126% |
| stablecoin fx impact | 687 | 306 | 125% |
| decentralized forex | 675 | 402 | 68% |
| study overseas | 593 | 188 | 215% |
| overseas study | 540 | 176 | 207% |
| semester abroad | 473 | 146 | 224% |
| international programs | 345 | 97 | 256% |
| tanker routing | 322 | 53 | 508% |
| aframax tankers | 318 | 68 | 368% |
| export sanctions | 285 | 97 | 194% |
| flight safety measures | 128 | 519 | -75% |
| f1 world championship | 324 | 509 | -36% |
| f1 championship | 302 | 477 | -37% |
| direct investments (pe) | 266 | 440 | -40% |
| brent crude forecast | 92 | 425 | -78% |
Event and signal lenses
Transportation and Logistics coverage across Singapore
Regulatory Risk
656,820 classified articlesterritories, disputed islands, countries
18.3% critical · 16.0% positiveFunding Momentum
45,504 classified articlesinflation reports fx, currency intervention policies, pre-ipo valuation
41.1% critical · 58.7% positiveGrowth
87,524 classified articlesgdp growth forex, gdp growth rate, inflation reports fx
39.4% critical · 51.8% positiveTransportation and Logistics coverage across Singapore. Topic labels describe recorded classifications and can include broad context.
RESEARCH SIGNALSWhat Transportation and Logistics research is working on
6,419 papers in the recorded worldwide scope.
Expand panel +
What Transportation and Logistics research is working on
6,419 papers in the recorded worldwide scope.
Research orientation
Contribution mix
Tone counts: 5,520 positive · 624 neutral · 275 negative.
- Fleet management333 papers
- Supply chain217 papers
- Transport engineering108 papers
- Truck80 papers
- Service78 papers
- Supply chain optimization74 papers
- Supply chain management54 papers
- Sustainability38 papers
Landmark: Challenges in Scaling Up Biofuels Infrastructure
- Fleet management66 papers
- Supply chain37 papers
- Transport engineering25 papers
- Truck22 papers
- Service21 papers
- Production14 papers
- Supply chain optimization13 papers
- Biofuel12 papers
Landmark: Assessing the impacts of deploying a shared self-driving urban mobility system: An agent-based model applied to the city of Lisbon, Portugal
- Fleet management1,231 papers
- Supply chain1,187 papers
- Service401 papers
- Supply chain optimization382 papers
- Scheduling328 papers
- Truck313 papers
- Operations research304 papers
- Transport engineering292 papers
Landmark: The Two-Echelon Capacitated Vehicle Routing Problem: Models and Math-Based Heuristics
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
- Multiobjective Robust Possibilistic Programming Approach to Sustainable Bioethanol Supply Chain Design under Multiple Uncertainties134 citations
- Sustainable Design and Operation of Cellulosic Bioelectricity Supply Chain Networks with Life Cycle Economic, Environmental, and Social Optimization129 citations
- A Column Generation Algorithm for a Rich Vehicle-Routing Problem125 citations
Common problems researchers identify
764 papers · 7 recurring themes
Common problems researchers identify · 01Supply Chain Management Challenges
155 papers20.3% of this theme group
Researchers highlight difficulties in optimizing and securing supply chain operations across industries.
Supply chain (148) · Supply chain optimization (71) · Supply chain management (61) · Supply chain risk management (25)
Supply chain optimization
Supply Chain Optimization, Management and Integration: Emerging Applications
View research history
| Year | Share index |
|---|---|
| 2022 | 1840.8 |
| 2023 | 1936.3 |
| 2024 | 2116.2 |
| 2025 | 2094.9 |
Common problems researchers identify · 02Fleet Management Operational Issues
143 papers18.7% of this theme group
Studies point to inefficiencies and complexity in managing vehicle fleets and related operations.
Fleet management (118) · Aeronautics (19) · Operations management (23) · Operations research (20)
Making Fleet Management Easier.
Guide for Fleet Management
View research history
| Year | Share index |
|---|---|
| 2022 | 551.3 |
| 2023 | 517.7 |
| 2024 | 420.5 |
| 2025 | 186.4 |
Common problems researchers identify · 03Transport Engineering Fleet Concerns
136 papers17.8% of this theme group
Papers discuss obstacles in improving transport company performance through fleet engineering.
Fleet management (119) · Transport engineering (68) · Truck (29) · Operations management (23)
EVALUATION OF THE POSSIBILITY OF IMPROVING THE OPERATION OF A TRANSPORT COMPANY IN THE CONTEXT OF THE VEHICLE FLEET MANAGEMENT
Road Transport Management System : fleet management
View research history
| Year | Share index |
|---|---|
| 2022 | 622.4 |
| 2023 | 600.6 |
| 2024 | 479.3 |
| 2025 | 309.6 |
Common problems researchers identify · 04Public Transport Routing Problems
122 papers16.0% of this theme group
Research identifies routing and positioning challenges for public transit systems.
Global Positioning System (22) · Public transport (18) · Vehicle routing problem (14) · Routing (13)
A Vehicle Tracking Device with Built-in Safety Features for Public Transportation Systems
Positioning needs for public transport
View research history
| Year | Share index |
|---|---|
| 2022 | 1213.3 |
| 2023 | 1164.9 |
| 2024 | 1021.6 |
| 2025 | 1095.4 |
Common problems researchers identify · 05Truck Fuel Efficiency Barriers
102 papers13.4% of this theme group
Works examine emissions and fuel consumption issues in heavy‑duty trucking.
Truck (22) · Fuel efficiency (13) · Liquefied natural gas (6) · Diesel fuel (5)
Improvement of environmental compliance of urban transport system through enlarging fleet of gas-engine municipal machinery
Toward Sustainable Trucking: Reducing Emissions and Fuel Consumption
View research history
| Year | Share index |
|---|---|
| 2022 | 438.9 |
| 2023 | 423.9 |
| 2024 | 335.3 |
| 2025 | 320.3 |
Common problems researchers identify · 06Electric Vehicle Fleet Hurdles
56 papers7.3% of this theme group
Analyses focus on adoption and charging complexities for electric commercial fleets.
Electric vehicle (22) · Electrification (15) · Electricity (7) · Fleet management (35)
Potential Users of Electric Mobility in Commercial Transport – Identification and Recommendations
Classification of Electric Vehicle Fleets Considering the Complexity of Fleet Charging Schedules
View research history
| Year | Share index |
|---|---|
| 2022 | 576.1 |
| 2023 | 631.0 |
| 2024 | 575.5 |
| 2025 | 551.4 |
Common problems researchers identify · 07Biomass Supply Chain Obstacles
50 papers6.5% of this theme group
Studies address logistical and material challenges in biofuel feedstock supply.
Biomass (26) · Biofuel (24) · Raw material (17) · Supply chain (38)
Integrated biomass supply and logistics: a modeling environment for designing feedstock supply systems for biofuel production.
Modeling of biomass-to-energy supply chain operations: Applications, challenges and research directions
View research history
| Year | Share index |
|---|---|
| 2022 | 776.5 |
| 2023 | 772.6 |
| 2024 | 707.2 |
| 2025 | 662.2 |
Cautions
164 papers · 4 recurring themes
Cautions · 01Energy‑Saving Fleet Management Risks
70 papers42.7% of this theme group
Cautionary work warns of constraints and driver awareness affecting fuel‑saving strategies.
Fleet management (47) · Fuel efficiency (8) · Transport engineering (15) · Operations management (5)
Analysis of Fleet Management and Infrastructure Constraints in On-Demand Urban Air Mobility Operations
How to Use Advanced Fleet Management System to Promote Energy Saving in Transportation: A Survey of Drivers’ Awareness of Fuel-Saving Factor
View research history
| Year | Share index |
|---|---|
| 2022 | 666.2 |
| 2023 | 631.1 |
| 2024 | 486.5 |
| 2025 | 311.2 |
Cautions · 02Electrified Public Transport Concerns
51 papers31.1% of this theme group
Research cautions about performance and charging strategy impacts on urban electric fleets.
Public transport (11) · Truck (15) · Electrification (7) · Transport engineering (14)
Performance analysis and fleet requirements of automated demand-responsive transport systems as an urban public transport service
Different Charging Strategies for Electric Vehicle Fleets in Urban Freight Transport
View research history
| Year | Share index |
|---|---|
| 2022 | 637.3 |
| 2023 | 611.1 |
| 2024 | 554.8 |
| 2025 | 558.5 |
Cautions · 03Supply Chain Optimization Limits
24 papers14.6% of this theme group
Papers advise careful use of advanced methods due to risk and implementation challenges.
Supply chain (23) · Supply chain optimization (9) · Supply chain management (6) · Supply chain risk management (3)
Sustainable Supply Chain Management and Optimization
Supply Chain Optimization: Machine Learning Applications in Inventory Management for E-Commerce
View research history
| Year | Share index |
|---|---|
| 2022 | 1840.8 |
| 2023 | 1936.3 |
| 2024 | 2116.2 |
| 2025 | 2094.9 |
Cautions · 04Biofuel Production Trade‑offs
19 papers11.6% of this theme group
Analyses highlight cost and scale considerations that may limit biofuel viability.
Biofuel (11) · Biomass (7) · Production (9) · Raw material (5)
Cost optimization of biofuel production – The impact of scale, integration, transport and supply chain configurations
Resource efficiency or economy of scale: Biorefinery supply chain configurations for co-gasification of black liquor and pyrolysis liquids
View research history
| Year | Share index |
|---|---|
| 2022 | 643.9 |
| 2023 | 632.3 |
| 2024 | 603.0 |
| 2025 | 505.2 |
Opportunities
3,641 papers · 7 recurring themes
Opportunities · 01Advanced Supply Chain Optimization
892 papers24.5% of this theme group
Opportunities focus on improving performance and resilience through sophisticated supply chain techniques.
Supply chain (838) · Supply chain management (220) · Supply chain optimization (309) · Supply chain risk management (68)
Optimization of the supply chain to improve the on-time performance
Supply Chain Optimization and Logistics
View research history
| Year | Share index |
|---|---|
| 2022 | 1840.8 |
| 2023 | 1936.3 |
| 2024 | 2116.2 |
| 2025 | 2094.9 |
Opportunities · 02Vehicle Routing and Distribution
641 papers17.6% of this theme group
Research explores robust routing and sizing methods for dynamic fleet services.
Vehicle routing problem (156) · Routing (84) · Truck (129) · Service (145)
Distributionally Robust Optimization Approaches for a Stochastic Mobile Facility Fleet Sizing, Routing, and Scheduling Problem
Optimizing Vehicle Distributions and Fleet Sizes for Shared Mobility-on-Demand
View research history
| Year | Share index |
|---|---|
| 2022 | 316.1 |
| 2023 | 304.5 |
| 2024 | 265.2 |
| 2025 | 263.3 |
Opportunities · 03Predictive Maintenance for Fleets
625 papers17.2% of this theme group
Studies promote data‑driven maintenance to enhance vehicle reliability and reduce downtime.
Fleet management (466) · Predictive maintenance (46) · Transport engineering (116) · Preventive maintenance (35)
A Simulation and Optimization Methodology for Reliability of Vehicle Fleets
DEVELOPMENT OF OPTIMIZED MAINTENANCE SYSTEM FOR VEHICLE FLEET
View research history
| Year | Share index |
|---|---|
| 2022 | 477.5 |
| 2023 | 450.8 |
| 2024 | 350.4 |
| 2025 | 173.6 |
Opportunities · 04Aviation Fleet Scheduling Innovations
502 papers13.8% of this theme group
Works develop integrated approaches for airline fleet assignment and routing efficiency.
Operations research (192) · Fleet management (309) · Scheduling (86) · Aviation (36)
An Integrated Approach for Airline Flight Selection and Timing, Fleet Assignment, and Aircraft Routing
A new approach to fleet assignment and aircraft routing problems
View research history
| Year | Share index |
|---|---|
| 2022 | 363.9 |
| 2023 | 329.4 |
| 2024 | 199.8 |
| 2025 | 83.4 |
Opportunities · 05Smart Vehicle Tracking Systems
367 papers10.1% of this theme group
Research advances real‑time tracking technologies for improved transportation management.
Global Positioning System (230) · Vehicle tracking system (70) · Tracking system (46) · Automatic vehicle location (49)
Transportation Management System
Smart Transportation Tracking and Management System using IOT
View research history
| Year | Share index |
|---|---|
| 2022 | 750.1 |
| 2023 | 726.5 |
| 2024 | 598.2 |
| 2025 | 660.4 |
Opportunities · 06Electric Fleet Charging Solutions
342 papers9.4% of this theme group
Papers propose optimized charging infrastructure and strategies for large electric vehicle fleets.
Electric vehicle (110) · Electrification (63) · Battery (40) · Fleet management (161)
Electric bus fleet charging management: A robust optimisation framework addressing battery ageing, time-of-use tariffs, and energy consumpti
Designing Charging Infrastructure for a Fleet of Electric Vehicles Operating in Large Urban Areas
View research history
| Year | Share index |
|---|---|
| 2022 | 450.6 |
| 2023 | 502.5 |
| 2024 | 485.5 |
| 2025 | 460.4 |
Opportunities · 07Sustainable Biomass Supply Chains
272 papers7.5% of this theme group
Studies aim to balance economic, environmental, and social goals in biofuel supply networks.
Biomass (94) · Biofuel (92) · Supply chain (229) · Supply chain optimization (108)
Multi-Objective Optimization to Support the Design of a Sustainable Supply Chain for the Generation of Biofuels from Forest Waste
Economic, environmental and social optimization of forest-based biomass supply chains for bioenergy and biofuels
View research history
| Year | Share index |
|---|---|
| 2022 | 2360.6 |
| 2023 | 2443.1 |
| 2024 | 2566.2 |
| 2025 | 2484.9 |
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 | 48.3% | 37.5% |
| Descriptive | 18.2% | 17.6% |
| Breakthrough | 14.6% | 26.1% |
| Problem-identifying | 12.7% | 10.0% |
| Comparative | 3.2% | 3.8% |
| Cautionary | 2.8% | 4.2% |
| Critical | 0.2% | 0.9% |
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 |
|---|---|---|---|---|
| Privacy & surveillanceSecurity, privacy and safety evaluation of dynamic and static fleets of drones | 7 | 0.12% | 1 (14.3%) | 0.12% |
| Hardware, e-waste & supply chainIBM Blends Heuristics and Optimization to Plan Its Semiconductor Supply Chain | 6 | 0.11% | 0 (0.0%) | 0.11% |
| Concentration of compute powerOn the Optimization & Equilibrium of Demand in Supply Chain Based on the Value-adding Mechanism of Information Sharing | 4 | 0.07% | 1 (25.0%) | 0.07% |
| Bias & fairnessDynamic Shared Autonomous Vehicle Fleet Operations with Consideration of Fairness | 2 | 0.04% | 1 (50.0%) | 0.04% |
| Carbon & emissions of computeUsing Artificial Intelligence to Reduce Carbon Emissions from the Saudi Commercial Fleet | 1 | 0.02% | 0 (0.0%) | 0.02% |
| Labour & data workGender continues to play a role in fleet salaries | 1 | 0.02% | 0 (0.0%) | 0.02% |
| Energy & datacenter footprint | 0 | 0.0% | 0 (%) | 0.0% |
| Water use | 0 | 0.0% | 0 (%) | 0.0% |
| Safety & misuse | 0 | 0.0% | 0 (%) | 0.0% |
Institution and researcher rankings use citations to their covered work. Research scope: worldwide. This may be broader than the company geography.
GEOGRAPHIC FOOTPRINTWhere companies are based
Company counts, hiring and disclosed funding across the recorded hubs.
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Where companies are based
Company counts, hiring and disclosed funding across the recorded hubs.

Singapore
368 companies97.9% across the displayed hubs
19 companies hiring · $1.3B disclosed funding
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Hougang
2 companies0.5% across the displayed hubs
1 companies hiring · $0 disclosed funding
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Bedok
2 companies0.5% across the displayed hubs
0 companies hiring · $0 disclosed funding
Explore companies in Bedok ↗Paya Lebar
1 companies0.3% across the displayed hubs
0 companies hiring · $0 disclosed funding
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Romford
1 companies0.3% across the displayed hubs
0 companies hiring · $0 disclosed funding
Explore companies in Romford ↗Bukit Merah
1 companies0.3% across the displayed hubs
0 companies hiring · $0 disclosed funding
Explore companies in Bukit Merah ↗Midview City
1 companies0.3% across the displayed hubs
0 companies hiring · $0 disclosed funding
Explore companies in Midview City ↗Transportation and Logistics in Singapore: 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: 2 September 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 ↗