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 INDONESIA EDITION 2026

Indonesia’s
transportation and logistics industry,
in focus.

The companies, capital and talent shaping transportation and logistics in Indonesia. Find the leaders. Understand the segments. See where the activity is.

Snapshot: Funding in USD
Illustrated cover for Transportation and Logistics Industry Landscape of Indonesia
ID
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Transportation and Logistics illustration
MEET THE COMPANIES

Explore Indonesia’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 Indonesia, snapshot 2 September 2026
Company
Keretakai.id$1.02B
Pelindo Terminal Petikemaspelindotpk.co.id$400M
PT Jasamarga Pandaan Malangptjpm.com$128.13M
MPM Rentmpm-rent.com$53.8M
Transcoal Pacifictranscoalpacific.com$47.51M
ASSA Rentassarent.co.id$34.05M1,642
Sillo Maritimesillomaritime.com$21.1M133
Radhiaradhiacruise.com$124.83K
Berlian Laju Tankerblt.co.id4 roles58
Swiftswiftsolutions.id4 roles
Ikairos Air Servicesikairosair.com3 roles
Sentral Cargosentralcargo.co.id3 roles
MBSSmbss.co.id2 roles122
Pelita Air Servicepelita-air.com2 roles1Financial figure available in RadarView in Radar
Pos Indonesiaposindonesia.co.id2 roles
ManoMarion Group. Ltdmanomarion.com1 roles
Airnavindonesiaairnavindonesia.co.id
Fresh Factoryfreshfactory.id130
Garuda Indonesiagaruda-indonesia.com11,253
J&T Cargojtcargo.id
Logicelogiceindonesia.com
Next Logistiknextlogistik.com
Pelabuhan Indonesia IIIpelindo.co.id
Re>Palre-pal.com28
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 Indonesia

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

2 September 2026
Hiring participation4.5%

25 of 555 tracked companies have open roles.

Funding participation2.0%

11 of 555 tracked companies have a recorded round.

Top 3 funding share90.8%

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

Median disclosed round$53.8M

Midpoint of 14 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 90.8% of disclosed capital, while 98.0% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Indonesia transportation and logistics has grown

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

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

Indonesia transportation and logistics
$0$139.1M$278.2M$417.3M$556.4M2016: $020162017: $020172018: $34.05M20182019: $344.11M20192020: $247.3M20202021: $020212022: $190.59M20222023: $400M20232024: $488.07M20242025: $02025
View the numbers
Annual transportation and logistics funding and company formation in Indonesia
YearFunding (USD)FoundedRaising
2016$0270
2017$0180
2018$34.05M331
2019$344.11M364
2020$247.3M401
2021$0340
2022$190.59M463
2023$400M281
2024$488.07M41
2025$000
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Kereta59.8%
  • Pelindo Terminal Petikemas23.5%
  • PT Jasamarga Pandaan Malang7.5%
  • Other companies9.2%

Funding by stage

17 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel3 17.6%
Series A–B1 5.9%
Series C+ / PE3 17.6%
Grants, debt & other10 58.8%

Recent recorded rounds

Latest recorded rounds · USD
0 rounds

Swipe or scroll horizontally to browse.

Largest and notable recorded rounds

Each card is one recorded round
4 cards

Swipe or scroll horizontally to browse.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

No reviewed exact national-ID connector has yet been qualified for Indonesia; this is a checked implementation boundary, not evidence that filings are absent.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

How the Indonesia companies on this page show up online: the sites people visit, the apps they install, and how often those apps ship.

Busiest websites

6 of the 556 companies on this page carry a measured traffic record (1.1%); these are the largest of those, by monthly visits. The median among them is 116,931 visits.

CompanyMonthly visitsAuthorityMobile
Garuda Indonesiagaruda-indonesia.com682,5556052.6%
transnusatransnusa.co.id374,9714556.3%
Kcickcic.co.id144,9324962.7%
SAPXsapx.id88,9304360.3%
ASSAassa.id20,2073054.7%
KALOGkalogistics.co.id12,7823858.9%

Visits and authority are third-party web estimates, not company-reported figures.

Most-installed apps

60 of these companies (10.8%) publish at least one Android app — 146 apps in all, carrying 39.1M installs between them.

AppInstallsRatingStore category
Access by KAIKereta30M4.7Travel & Local
FlyGarudaGaruda Indonesia2.9M3.4Maps & Navigation
TJ:TransjakartaTransjakarta1.5M4.4Travel & Local
Jak Lingko AppJaklingkoindonesia1.1M3.5Travel & Local
Whoosh - Kereta CepatKcic1MTools
J&T CARGOJ&T Cargo1MTools
Sriwijaya Air MobileSriwijaya Air544.7K1.8Travel & Local
Pelita AirPelita Air Service334.6K4.9Travel & Local
Sentral CargoSentral Cargo115.9KProductivity
KAI RaileoKereta84.1KProductivity

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 (2023Q1–2025Q4).

SegmentAppsInstallsLeading appRelease trend
Passenger Rail Operators731.2MAccess by KAI 30M
Passenger Airlines73.5MFlyGaruda 2.9M
Freight Forwarders601.2MJ&T CARGO 1M
Port Operators18126.7KMy Pelindo 62K
Airport Operators927.5KJoumpa for Customer 14.9K
Car Rentals919.6KTunas Attendance 8.5K
Maritime Shipping816.6KRoRo Scanner 5.5K
Cold Chain Logistics34.6KFresh Factory Warehouse 3K

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.

2023Q1: 12023Q1: 02023Q12023Q3: 32023Q3: 52023Q32024Q3: 22024Q3: 42024Q32024Q4: 22024Q4: 12024Q42025Q1: 32025Q1: 62025Q12025Q2: 22025Q2: 52025Q22025Q3: 12025Q3: 202025Q32025Q4: 12025Q4: 262025Q4

Darker bars are new releases, lighter bars apps updated. 42 of 146 apps carry a release date. The series ends at 2025Q4, the last quarter that closed before the June 2026 reading.

INSIDE THE INDUSTRY

The Indonesia 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.

Segment data unavailable0

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

SEGMENT TO EXPLORE

Segment data unavailable

The largest measured segment in this report snapshot.

0companies
0%have hiring activity

0 companies hiring · $0 disclosed funding

Explore in Radar

How companies make money

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

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 6 dated reports
Funding roundslogiceindonesia.com ↗

Logice, Sembuh AI and StratifiCare each awarded S$500,000 by major Japan IT company TIS Inc., as part of its S$7.6 million commitment to co-develop and scale the accelerator programme.

Mergers & acquisitionspelita-air.com ↗

The plan to merge national flag carrier PT Garuda Indonesia with PT Pelita Air Service, a subsidiary of energy holding state-owned enterprise (SOE) PT Pertamina, has reached a new stage.

Funding roundsgaruda-indonesia.com ↗

Indonesia state-owned investment firm Danantara Investment Authority (BPI Danantara) with $900 billion assets is investing $1.85 billion in Indonesia main airline Garuda Indonesia ($633 million market value) via $1.44 billion in private placement & $405 million in convertible loans.

Mergers & acquisitionsptpss.co.id ↗

Saudi SISCO Holding acquires 51% stake in PSS

Company announcementssamudera.id ↗

Samudera Shipping Line Ltd—a Singapore-based shipping company—has launched a weekly container shuttle service connecting Nagoya and Kobe in Japan with Busan in South Korea, marking its first entry into the Korea–Japan trade corridor.

Company announcementstransnusa.co.id ↗

Within 6 months of its operations, TransNusa launched its first international route between Jakarta and Kuala Lumpur, followed by three additional international routes in that same year, including Singapore and China.

Full recorded event mix

Top 8 categories among 66 recorded events in the 24-month window.

Company announcements
35
Earnings
7
Contracts
6
Funding rounds
5
Mergers & acquisitions
4
Asset acquisitions
4
Leadership moves
3
Capital infusions
2

Leadership moves

1 tracked people moves

Glenny Kairupan

Appointment Chief Executive Officer

Mergers and acquisitions

Company-linked deal reports; status is preserved as recorded.

Acquirer → targetStatusDateValue / context
PT Garuda IndonesiaPelita Air Service ↗Announced2025-12-02Not stated in snapshot
Pelita AirGaruda Indonesia ↗Rumored2025-09-12Not stated in snapshot
pertaminaGaruda Indonesia ↗Announced2025-09-12Not stated in snapshot
Saudi SISCO Holdingpss ↗2025-07-28Not stated in snapshot
carroMPM Rent ↗Announced2024-06-06$54.0M
CitilinkPelita AirAnnounced2024-04-17Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

30 postings in the preceding 12 months. The full 38-posting snapshot covers 28 employers.

Expand panel +

Most advertised job titles

Epci (Flowline & Transportation And Installation Work Package) Manager2
Regional Logistics Manager2
Lowongan Kerja Operator Warehouse Pt Samudera Logistics Services Cikarangpt Samudera Logistics Services Lowongan Kerja Terbaru2
Business Development Manager1
Home Care Admin & Logistics Officer1
Tiktok Shop Gtl Logistics Operations Manager Indonesia1
0 internship postings

0 tracked postings mention remote work.

The seniority mix

24 postings specify a level.

manager
16
unspecified
14
senior
6
entry
1
lead
1

Skills employers mention

Top skills across 38 tracked postings in the available jobs snapshot.

Logistics
15
Microsoft Excel
5
Inventory Management
4
Sales
3
Budget Management
3
Supply Chain Management
3
E Commerce
3
Transportation
3
Market Research
2
Warehouse Operations
2
THE PEOPLE BUILDING THE FIELD

Founders and leaders

40 founders and chief executives across 34 companies.

Expand panel +
7 profiles

Swipe or scroll horizontally to browse.

Education networks

1 profiles with education records.

Prior employers

0 profiles with prior-work records.

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

NEWS INTELLIGENCE

How this industry appears in the news

218,729 articles in the measured 12-month window.

Expand panel +
218,729articles in the measured year
31,822articles in 2026Q1
26.7%positive tone in the latest complete year

News volume trends

Transportation and Logistics coverage across Indonesia · articles per complete quarter

034,65269,304103,955138,6072021Q2: 24,5452021Q22021Q3: 27,6112021Q4: 26,6272022Q1: 27,3352022Q2: 29,9852022Q22022Q3: 31,3072022Q4: 44,3462023Q1: 41,1092023Q2: 38,8372023Q22023Q3: 50,9512023Q4: 39,9132024Q1: 42,1012024Q2: 49,1382024Q22024Q3: 48,1962024Q4: 51,2612025Q1: 63,9152025Q2: 41,2452025Q22025Q3: 120,5282025Q4: 27,4302026Q1: 31,8222026Q1
View quarterly article counts
QuarterArticles
2021Q224,545
2021Q327,611
2021Q426,627
2022Q127,335
2022Q229,985
2022Q331,307
2022Q444,346
2023Q141,109
2023Q238,837
2023Q350,951
2023Q439,913
2024Q142,101
2024Q249,138
2024Q348,196
2024Q451,261
2025Q163,915
2025Q241,245
2025Q3120,528
2025Q427,430
2026Q131,822

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
33,407 positive · 31,722 neutral · 18,927 negative
2022
54,455 positive · 49,134 neutral · 29,260 negative
2023
80,560 positive · 61,638 neutral · 28,459 negative
2024
66,051 positive · 95,731 neutral · 28,768 negative
2025
67,419 positive · 150,166 neutral · 35,347 negative

Leading coverage topics

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

International And Transnational Geographic Entities298,037 articles in the full recorded period
108,084 recent · 81,378 prior
Geopolitical Disputes And Contested Areas298,028 articles in the full recorded period
108,080 recent · 81,373 prior
Administrative And Political Subdivisions298,007 articles in the full recorded period
108,074 recent · 81,366 prior
International Political Relations9,959 articles in the full recorded period
2,896 recent · 1,727 prior
Government International Agreements Coordination7,242 articles in the full recorded period
1,476 recent · 1,343 prior
International Relations And Diplomacy6,652 articles in the full recorded period
1,592 recent · 1,223 prior
Trade Policies And Agreements6,418 articles in the full recorded period
3,002 recent · 1,437 prior
Government Diplomacy And Foreign Affairs Support6,359 articles in the full recorded period
1,284 recent · 1,150 prior
International Sports Competitions5,821 articles in the full recorded period
1,028 recent · 1,258 prior
New Product Launches And Innovations5,264 articles in the full recorded period
1,466 recent · 1,269 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

Transportation and Logistics coverage across Indonesia

KeywordRecentPriorChange
countries4,1951,858126%
tariff negotiations2,065826150%
free trade deals1,130366209%
bilateral trade1,080318240%
trade dispute mechanisms1,025330211%
preferential tariff79643085%
trade barrier reduction72839883%
multilateral diplomacy64536875%
tariff rate quota607268126%
trade facilitation commitments60631990%
volcanic unrest158306-48%
volcano alert179298-40%
olympic team selections63297-79%
eruption warning170295-42%
eruption forecasting156291-46%

Event and signal lenses

Transportation and Logistics coverage across Indonesia

All complete annual cohorts shown
Rising

Regulatory Risk

557,312 classified articles

territories, disputed islands, countries

16.8% critical · 10.0% positive
Rising

Funding Momentum

22,766 classified articles

seismic damage evaluation, earthquake recovery, quake relief

44.6% critical · 49.6% positive
Rising

Growth

63,727 classified articles

gdp growth rate, economic output growth, economic growth statistics

36.9% critical · 50.1% positive

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

RESEARCH SIGNALS

What Transportation and Logistics research is working on

6,419 papers in the recorded worldwide scope.

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

Research orientation

Promising
3,099
Descriptive
1,171
Breakthrough
939
Problem-identifying
813
Comparative
204
Cautionary
181
Critical
12

Contribution mix

Methods-led
3,774
Empirical
1,937
Reviews
351
Position pieces
274
Theoretical
83

Tone counts: 5,520 positive · 624 neutral · 275 negative.

Common problems researchers identify
825 papers · 12.9% of this field
  • 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

Cautions
181 papers · 2.8% of this field
  • 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

Opportunities
4,038 papers · 62.9% of this field
  • 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

Northwestern University
872
University of Bologna
792
University of California, Berkeley
691
The University of Texas at Austin
587
Poznań University of Technology
548
Delft University of Technology
521

Leading researchers

Fengqi You
799
Kara M. Kockelman
627
Daniele Vigo
588
Nilay Shah
548
M. Maciejewski
444
Joschka Bischoff
414
Guido Perboli
410
Roberto Tadei
410

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
7 cards

Swipe or scroll horizontally to browse.

Supply Chain Management ChallengesCommon problems researchers identify · 01

Supply Chain Management Challenges

155 papers

20.3% of this theme group

Researchers highlight difficulties in optimizing and securing supply chain operations.

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
YearShare index
20221840.8
20231936.3
20242116.2
20252094.9
Fleet Management ComplexityCommon problems researchers identify · 02

Fleet Management Complexity

143 papers

18.7% of this theme group

Studies point to operational and research hurdles in managing vehicle fleets.

Fleet management (118) · Aeronautics (19) · Operations management (23) · Operations research (20)

Making Fleet Management Easier.

Guide for Fleet Management

View research history
YearShare index
2022551.3
2023517.7
2024420.5
2025186.4
Transport Engineering BottlenecksCommon problems researchers identify · 03

Transport Engineering Bottlenecks

136 papers

17.8% of this theme group

Papers discuss inefficiencies in truck operations and fleet oversight.

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
YearShare index
2022622.4
2023600.6
2024479.3
2025309.6
Routing and Positioning IssuesCommon problems researchers identify · 04

Routing and Positioning Issues

122 papers

16.0% of this theme group

Works focus on GPS reliability and vehicle routing problems in public transport.

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
YearShare index
20221213.3
20231164.9
20241021.6
20251095.4
Truck Fuel Efficiency ConcernsCommon problems researchers identify · 05

Truck Fuel Efficiency Concerns

102 papers

13.4% of this theme group

Research flags high emissions and fuel consumption 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
YearShare index
2022438.9
2023423.9
2024335.3
2025320.3
Electric Fleet Integration BarriersCommon problems researchers identify · 06

Electric Fleet Integration Barriers

56 papers

7.3% of this theme group

Studies examine obstacles to electrifying commercial vehicle 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
YearShare index
2022576.1
2023631.0
2024575.5
2025551.4
Biomass Supply Chain ConstraintsCommon problems researchers identify · 07

Biomass Supply Chain Constraints

50 papers

6.5% of this theme group

Papers identify logistical and material challenges in biofuel production.

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
YearShare index
2022776.5
2023772.6
2024707.2
2025662.2

Cautions

164 papers · 4 recurring themes
4 cards

Swipe or scroll horizontally to browse.

Energy‑Saving Fleet Management RisksCautions · 01

Energy‑Saving Fleet Management Risks

70 papers

42.7% of this theme group

Authors caution about infrastructure limits and driver awareness when pursuing fuel efficiency.

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
YearShare index
2022666.2
2023631.1
2024486.5
2025311.2
Electrified Public Transport UncertaintiesCautions · 02

Electrified Public Transport Uncertainties

51 papers

31.1% of this theme group

Research warns of performance and charging strategy issues for electric urban freight and transit.

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
YearShare index
2022637.3
2023611.1
2024554.8
2025558.5
Supply Chain Optimization LimitsCautions · 03

Supply Chain Optimization Limits

24 papers

14.6% of this theme group

Works advise careful use of machine‑learning tools due to risk and scalability concerns.

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
YearShare index
20221840.8
20231936.3
20242116.2
20252094.9
Biofuel Production Trade‑offsCautions · 04

Biofuel Production Trade‑offs

19 papers

11.6% of this theme group

Studies highlight cost versus environmental impacts in large‑scale biorefinery designs.

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
YearShare index
2022643.9
2023632.3
2024603.0
2025505.2

Opportunities

3,641 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Advanced Supply Chain OptimizationOpportunities · 01

Advanced Supply Chain Optimization

892 papers

24.5% of this theme group

Opportunities focus on improving performance and resilience through sophisticated supply chain models.

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
YearShare index
20221840.8
20231936.3
20242116.2
20252094.9
Vehicle Routing InnovationOpportunities · 02

Vehicle Routing Innovation

641 papers

17.6% of this theme group

Research explores robust routing and sizing methods for dynamic mobility 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
YearShare index
2022316.1
2023304.5
2024265.2
2025263.3
Predictive Fleet MaintenanceOpportunities · 03

Predictive Fleet Maintenance

625 papers

17.2% of this theme group

Papers propose data‑driven approaches to extend 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
YearShare index
2022477.5
2023450.8
2024350.4
2025173.6
Aviation Fleet Scheduling AdvancesOpportunities · 04

Aviation Fleet Scheduling Advances

502 papers

13.8% of this theme group

Works develop integrated methods for aircraft assignment, routing, and timing.

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
YearShare index
2022363.9
2023329.4
2024199.8
202583.4
Smart Vehicle Tracking SystemsOpportunities · 05

Smart Vehicle Tracking Systems

367 papers

10.1% of this theme group

Research showcases IoT‑enabled GPS solutions for real‑time fleet monitoring.

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
YearShare index
2022750.1
2023726.5
2024598.2
2025660.4
Electric Fleet Charging OptimizationOpportunities · 06

Electric Fleet Charging Optimization

342 papers

9.4% of this theme group

Studies address battery health, tariffs, and infrastructure planning for 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
YearShare index
2022450.6
2023502.5
2024485.5
2025460.4
Sustainable Biomass Supply ChainsOpportunities · 07

Sustainable Biomass Supply Chains

272 papers

7.5% of this theme group

Papers target multi‑objective designs for eco‑friendly biofuel production from forest waste.

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
YearShare index
20222360.6
20232443.1
20242566.2
20252484.9

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Promising48.3%37.5%
Descriptive18.2%17.6%
Breakthrough14.6%26.2%
Problem-identifying12.7%9.7%
Comparative3.2%3.8%
Cautionary2.8%4.4%
Critical0.2%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 paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceSecurity, privacy and safety evaluation of dynamic and static fleets of drones70.12%1 (14.3%)0.12%
Hardware, e-waste & supply chainIBM Blends Heuristics and Optimization to Plan Its Semiconductor Supply Chain60.11%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 Sharing40.07%1 (25.0%)0.07%
Bias & fairnessDynamic Shared Autonomous Vehicle Fleet Operations with Consideration of Fairness20.04%1 (50.0%)0.04%
Carbon & emissions of computeUsing Artificial Intelligence to Reduce Carbon Emissions from the Saudi Commercial Fleet10.02%0 (0.0%)0.02%
Labour & data workGender continues to play a role in fleet salaries10.02%0 (0.0%)0.02%
Energy & datacenter footprint00.0%0 (%)0.0%
Water use00.0%0 (%)0.0%
Safety & misuse00.0%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 FOOTPRINT

Where companies are based

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

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UNDERSTAND THE LANDSCAPE

Transportation and Logistics in Indonesia: 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 ↗
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