Radar Landscapes Auto Landscape of Canada
Auto industry in Canada — illustrated cover for the Auto Landscape of Canada
Radar · Industry landscape · Canada

Auto Landscape of Canada

4,089 Auto companies in Canada, 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.

4,089companies tracked
$3Bdisclosed funding
412hiring right now
760events · 24 months
1,239,774news articles · 12 months

Who leads Auto in Canada

Shows the 4,089 tracked Auto companies in Canada, highlighting the top hiring firms, best-funded firms, and the 412 companies currently hiring, with 38 firms having disclosed recent funding rounds.

open roles
Hiring now
ranked by live open roles
  1. 01Boyd Autobody & Glass11last posted Jun 2026
  2. 02Tirecraft11last posted Jun 2026
  3. 03CSN Collision11last posted Jun 2026
  4. 04peterbilt pacific11last posted Jun 2026
  5. 05Steele Auto Group11last posted Jun 2026
  6. 06Linamar11last posted Jun 2026
  7. 07Kal Tire11last posted Jun 2026
  8. 08Openlane11last posted Jun 2026
412 companies hiring · 1 posted in the last 30 days
disclosed funding
Most funded
disclosed totals, all rounds
  1. 01AutoCan$1.2BPost IPO · Dec 2023
  2. 02Nissan Canada$500MConventional Debt · Oct 2017
  3. 03Clutch$357.1MSeries D · Jan 2025
  4. 04Canada Drives$194.7MSeries B · Oct 2022
  5. 05Boyd Group$194.6MPost IPO · May 2020
  6. 06A.P. Plasman$85M— · —
  7. 07UGOWORK$77.3MConventional Debt · Jul 2024
  8. 08Tenet Computer Group$53MSeries A · Nov 2023
38 companies with disclosed rounds · $3B total
revenue
Revenue leaders
official filings first, else latest snapshot
  1. 01Magna$42.8BFY2022 filing
  2. 02Advantage Parts Solutions$27.8MFY2023 filing
  3. 03Worksport$3.3MFY2026 filing
  4. 04Arta Auto Sales$74ksnapshot Dec 2024
  5. 05ProColor Collision$8ksnapshot Dec 2016
5 companies with a revenue figure
headcount
Largest teams
ranked by tracked headcount
  1. 01Magna179,000tracked employees
  2. 02Boyd Group7,262tracked employees
  3. 03Exco Technologies6,733tracked employees
  4. 04uni-select5,800tracked employees
  5. 05matcor metal fabrication4,200tracked employees
  6. 06napa auto parts4,000tracked employees
  7. 07dilawri group of companies3,600tracked employees
  8. 08Kal Tire3,517tracked employees
134 companies with headcount data
share of events
Share of voice
share of all tracked sector news events, 24 months
  1. 01Magna16.6%147 tracked events
  2. 02Boyd Group11.8%105 tracked events
  3. 03Worksport11.8%105 tracked events
  4. 04Martinrea8.3%74 tracked events
  5. 05westport fuel systems7.3%65 tracked events
  6. 06dynaCERT5.5%49 tracked events
  7. 07Carbeeza4.2%37 tracked events
  8. 08Linamar3.6%32 tracked events
887 tracked events across 55 companies
articles
In the news
Prism news coverage, last 12 months
  1. 01CAA515articles in the window
  2. 02BRP164articles in the window
  3. 03Linamar104articles in the window
  4. 04IMS103articles in the window
  5. 05Martinrea92articles in the window
  6. 06Prevost88articles in the window
  7. 07Exco Technologies18articles in the window
  8. 08Boyd Group15articles in the window
18 of these companies drew sector coverage in the window
Radar

See all 4,089 Auto companies in Canada

Filter by funding, headcount, hiring and location, and export the list.

How the Auto ecosystem in Canada grew, 2016–2025

Displays the number of Auto companies founded each year from 2016 to 2025, noting a peak of 149 new firms in 2019 and only 2 in 2025.

Companies founded / year
new Auto companies in Canada
2016: 1262017: 1422018: 1412019: 1492020: 1432021: 1222022: 832023: 732024: 222025: 2
20162025
peak 149 in 2019
Companies raising / year
with a disclosed round that year
20162025
peak 13 in 2021
Disclosed funding / year
sum of disclosed rounds (USD)
2016: 35,506,8002017: 505,061,1662018: 1,098,518,3662019: 97,760,7472020: 176,025,3222021: 325,458,2162022: 276,037,7712023: 55,699,4502024: 93,189,8782025: 47,598,210
20162025
peak $1.1B in 2018

Where Auto companies in Canada are based

Lists the Canadian cities with the most Auto companies, led by Toronto with 230 firms, followed by Calgary, Edmonton, Mississauga, and Montreal.

Toronto skyline — Auto hub in Canada
Hub 01
Toronto
230 Auto companies
25% of the Auto companies across these hubs
230companies
$482.6Mdisclosed funding
27hiring now
Photo Wikipedia · Toronto · CC BY-SA 4.0
Calgary skyline — Auto hub in Canada
Hub 02
Calgary
166 Auto companies
18% of the Auto companies across these hubs
166companies
$7.8Mdisclosed funding
16hiring now
Photo Wikipedia · Calgary · CC BY-SA 4.0
Edmonton skyline — Auto hub in Canada
Hub 03
Edmonton
131 Auto companies
14% of the Auto companies across these hubs
131companies
$1.2Bdisclosed funding
7hiring now
Photo Wikipedia · Edmonton · CC BY-SA 4.0
Mississauga skyline — Auto hub in Canada
Hub 04
Mississauga
109 Auto companies
12% of the Auto companies across these hubs
109companies
$500Mdisclosed funding
13hiring now
Photo Wikipedia · Mississauga · CC BY-SA 4.0
Montreal skyline — Auto hub in Canada
Hub 05
Montreal
77 Auto companies
8% of the Auto companies across these hubs
77companies
$1.5Mdisclosed funding
10hiring now
Photo Wikipedia · Montreal · CC BY-SA 4.0
Winnipeg skyline — Auto hub in Canada
Hub 06
Winnipeg
75 Auto companies
8% of the Auto companies across these hubs
75companies
$194.6Mdisclosed funding
13hiring now
Photo Wikipedia · Winnipeg · CC BY-SA 4.0
Ottawa skyline — Auto hub in Canada
Hub 07
Ottawa
67 Auto companies
7% of the Auto companies across these hubs
67companies
5hiring now
Photo Wikipedia · Ottawa · CC BY-SA 4.0
Vancouver skyline — Auto hub in Canada
Hub 08
Vancouver
67 Auto companies
7% of the Auto companies across these hubs
67companies
$200.1Mdisclosed funding
6hiring now
Photo Wikipedia · Vancouver · CC BY-SA 4.0

The Auto market map of Canada: what these companies actually do

Breaks down the Auto sector’s product sub‑categories and revenue models, showing the largest groups such as consumer digital (147 firms) and the most common models like fee‑for‑service (1,535 firms).

  • Consumer Digital147 companies · $647M raised · 10 hiring
  • B2C E-Commerce98 companies · $577.3M raised · 10 hiring
  • Marketplaces64 companies · $229.7M raised · 1 hiring
  • Second Hand Goods50 companies · $569.3M raised · 3 hiring
  • Fintech40 companies · $96.7M raised · 2 hiring
  • Off Highway Vehicles40 companies · $44.6M raised · 7 hiring
  • Online Auto Parts and Accessories38 companies · $1M raised · 3 hiring
  • Automotive Fintech37 companies · $6.3M raised · 1 hiring
  • Enterprise Tech37 companies · $251.2M raised · 4 hiring
  • Second Hand Cars E-Commerce32 companies · $569.3M raised · 2 hiring
  • Nbfc Lenders29 companies · $59.3M raised
  • Internet First Lenders26 companies · $59.3M raised

Monetization

How Auto 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.

Fee-For-Service1,535
E-Commerce - Product1,315
Commission on Transaction1,082
Physical Commerce1,051
E-Commerce - Service535
Advertising410
Subscription132
Renting / Leasing102
Business-model split
B2C 560B2B 66

Funding, M&A and the deals moving Auto in Canada

Counts 760 corporate events over the past two years, including earnings releases, key‑person announcements, company news, mergers and acquisitions, and lawsuits.

Earnings 180Leadership 131Announcement 118M&A 69Lawsuit 54Assets 48Board Updates 44Funding 38Contracts 21Product 15
  • M&AA separate investment firm will acquire Magna’s European Lighting and Rooftop Systems operations.2026-04-15
  • M&ALouisbourg Investments Inc. bought a new stake in shares of Boyd Group Services Inc. (NYSE:BGSI – Free Report) during the 4th quarter, Holdings Channel reports.2026-04-03
  • M&ALinamar Corp. says it has signed a deal with Winning BLW to buy the company’s factories in Remscheid and Penzberg, Germany.2026-03-27
  • IPOTrolley is offering 35% of its issued share capital, or 96.3 million shares, in a deal that was upsized from a 30% free float based on strong demand.2026-03-25
  • M&ABlue Bird, a school bus manufacturer and leader in electric and low-emission student transportation, announced it has signed a definitive agreement to acquire Girardin Group’s stake in its 50/50 Micro Bird joint venture.2026-02-18
  • FundingWestport Fuel Systems Inc. (“Westport") (TSX:WPRT / Nasdaq: WPRT), a supplier of alternative fuel systems and components for the global transportation industry, today announced that it has received $6.5 million (Euro 5.5 million) as part of its previously announced sale of the Light-Duty segment.2026-02-04
  • M&AMartinrea initially invested $1.5 million to acquire a 10% equity interest in PolyML.2026-01-15
  • M&ABoth market leaders in their respective spaces, IMS and Quintiles are merging in an all-stock deal that will create a combined company currently with $17.6 billion in equity value.2025-12-31
  • M&AMidas International, LLC (“Midas”), one of the world’s largest providers of automotive services, announced today that it has acquired Max Auto Supply Company (“Max Auto” or the “Company”), a premier Midas dealer.2025-12-19
  • M&AMoran Family of Brands recently acquired Mister Transmission2025-12-16

Mergers and acquisitions

Deals from the last 24 months where a Auto company in Canada was the buyer or the one bought, newest first. “Undisclosed” means the price was never published — not that the deal was worth nothing.

AcquirerTargetDeal valueStatusDate
MagnaGETRAG Group of companiesundisclosedAnnounced2026-04-15
a global investment firmMagnaundisclosedAnnounced2026-04-15
Louisbourg Investments Inc.Boyd Group$7.3MAnnounced2026-04-03
blue birdMicro Bird$200MCompleted2026-04-02
Linamarwinning blwundisclosedAnnounced2026-03-30
michelinCamso$1.4BCompleted2026-03-23

Who is listing, hiring leaders, launching and winning work

Provides details on notable events such as IPO filings, leadership changes, product launches, and contract wins within the Auto sector.

IPO pipeline
3 companies listed or filing · last 24 months
  • TrolleyIPO · Boursa Kuwait’s Premier Market · 3 reportsMar 2026
  • Boyd GroupIPO · NYSE · BGSI · 2 reportsFeb 2026
  • EIPO · 1 reportSep 2024
Leadership moves
24 tracked people moves · last 12 months
  • Boyd GroupSteve Hoeft · Appointment → Chief Operating OfficerApr 2026
  • Boyd GroupZach Balthrop · Promotion → Chief Commercial OfficerApr 2026
  • Boyd GroupCameron Dickson · Promotion → Senior Vice President of Boyd’s South DivisionApr 2026
  • dynaCERTJim Payne · Resignation → Chairman of the BoardApr 2026
  • dynaCERTKevin Unrath · Appointment → Chief Executive OfficerApr 2026
  • dynaCERTMurray James Payne · Resignation → Chairman of the BoardMar 2026
  • Parts for TrucksMike Allen · Appointment → Chief Executive OfficerMar 2026
  • UGOWORKDavid Mucciacciaro · Appointment → Chief Executive OfficerMar 2026
Contract wins
15 customer wins · last 24 months
  • Magnawon undisclosed clientApr 2026
  • dynaCERTwon Employees, consultants, directors and officersNov 2025
  • Magnawon xpengSep 2025
  • dynaCERTwon Hydrofuel TechnologiesSep 2025
  • Alpenawon Blarney Castle Oil CoMay 2025
  • Linamarwon Canadian federal and provincial governmentsFeb 2025
Workforce actions
3 companies cutting roles · last 24 months
  • CAAscale undisclosedSep 2025
  • Manitoba Insurance~32 roles reported · audit recommendationJul 2025
  • Magna~500 roles reported · EV startup setbacksAug 2024
Regulatory & litigation
10 regulatory events · 25 tracked suits · 24 months
  • westport fuel systemsConcludedApr 2026
  • westport fuel systemsManagement cease trade order issued — British Columbia Securities CommissionApr 2026
  • UGOWORKapproved for use with Linde material handling equipmentApr 2026
  • Magnasubject to regulatory approvalsApr 2026
  • N, A v P, I, C, C, P, r, o, p, e, r, t, y, a, n, d, C, a, s, u, a, regulatory investigation of PICC\'s president · OngoingApr 2026
  • caa v Jack Whigham, Dave Bugliari, Michael Cooper, Mick Sullivantrade secret theft · OngoingApr 2026
Earnings pulse
companies reporting results · last 24 months
14 companies reporting205 company-quarters trackedbeat 22miss 21in line 2

Half of these companies grew revenue faster than +2.0%, half slower.

Who is building Auto in Canada

Profiles 211 founders and CEOs across 227 Auto companies, noting their most frequent alma maters, including the University of Toronto and the University of Waterloo.

Founders and chief executives12 of 211, from the best-funded companies on this page
Dan Park
CEO
Dan Park

Azure Capital Partners, ex-Uber, Foros, Deutsche Bank, BMO Capital Markets. McGill University BCom 2003, The Wharton School MBA 2010

Cody Green
Founder & Co-CEO
Cody Green

Grant Macewan College.

Brock Bulbuck
CEO
Brock Bulbuck

University of Manitoba 1982

Alexander Liegl
Co-Founder
Alexander Liegl

Ex-Founder Apex Labs, Bessel Capital Management, The Blyth Fund. Stanford University BAS 2016

Eric Essen
Managing Director
Eric Essen

Ex-Javelin Technologies, Royal Hamilton Yachting Club. McMaster University 2004

Tim Nixon
Founder & CEO
Tim Nixon

Ex-CCA International. Swinburne University of Technology

Berker Bilgin
Co-Founder and VP of Engineering
Berker Bilgin

Mcmaster University, ex-Macauto, ex-2016 Ieee Transportation Electrification Conference And Expo, McMaster University, 2018

Bryan Pang
CEO
Bryan Pang

Ex- Founder Solution Auto Lease. Canadian Securities Institute 2019

Jessica Verhagen
CEO
Jessica Verhagen

Ex - Ecosphere+, Axine Water Technologies, Evok Innovations, BC Public Service. University of Victoria

Sandro Torrieri
CEO & President
Sandro Torrieri

Ex-Interdynamix, Founder iDeal, Founder Envious Technologies, Sun Microsystems. St. Francis Xavier University

Caleb Bernabe
Co-Founder & CEO
Caleb Bernabe

Executive In Residence - Tiny

Gillian Holcroft
Co-Founder & CEO
Gillian Holcroft

Rethink Milling, ex-Canada Mining Innovation Council, ex-Mag One Operations, McGill University, 1994

Where the founders studied
alma mater on record for 17 of 211 founders
University of Toronto6
University of Waterloo4
McMaster University2
McGill University2
University of Oxford1
Harvard Business School1
Stanford University1
University of Pennsylvania1
Radar

Look up the people behind Auto companies in Canada

Search founders, executives and operators by company, role and location.

Who funds Auto in Canada

Summarizes 108 funding rounds since 2016 from 98 investors, with the typical round size around $3.5 million.

Investor · most active investors since 2016RoundsLedLatest
Global Founders Capital4Jul 2022
Invest Quebec4Jul 2024
Accelerator Centre33Sep 2022
Fonds de solidarite FTQ32Jul 2024
Real Ventures31Nov 2021
Upper903Nov 2021
BrandProject3Nov 2021
FJ Labs3Nov 2021
National Research Council Canada21Aug 2020
Canadian Business Growth Fund21Jan 2021
Stage mix · rounds since 2016
Seed & Angel28
Series A–B26
Series C+ / PE7
Grants, debt & other47

The typical round is $3.5M — half were bigger, half smaller.

The biggest Auto funding rounds in Canada

Highlights the largest disclosed funding round—Clutch’s $80 million Series B—and lists ten other sizable recent rounds.

CompanyRoundSizeWhenBackers
ClutchSeries B$80MNov 2021D1capitalpartners.com, Real Ventures, Upper90 +5 more
Canada DrivesSeries B$79.4MAug 2021KAR Global
Canada DrivesSeries A$77MJan 2019Anthos Capital
UGOWORKSeries C$51MJul 2024Fonds de solidarite FTQ, Invest Quebec, Export Development Canada
ClutchSeries D$40.4MJan 2025Altos Ventures Management, Industry Ventures
TechlanticSeries B$35MJul 2021Aimia
Canada DrivesSeries B$31MJun 2022goeasy
TrolleySeries B$23MOct 2024Wavecrest Growth Partners, Pace Capital
UGOWORKSeries B$22.8MNov 2022Fonds de solidarite FTQ, Export Development Canada, Desjardins +1 more
ClutchSeries A$20MMar 2021Canaan, Upper90, Global Founders Capital +4 more
Venture round sizes · 2023–2025
<$1M1
$1–10M5
$10–50M4
$50–250M1
>$250M0

11 venture rounds with a disclosed amount in the window.

What the news says about Auto in Canada

Records 1,239,774 news articles about the Auto sector in the last year, covering topics such as trade policies, international sports competitions, and administrative divisions.

News volume
Auto coverage across Canada · articles per quarter
2021Q2: 336,1232021Q3: 346,4422021Q4: 346,3662022Q1: 363,0032022Q2: 358,7482022Q3: 376,1912022Q4: 421,4632023Q1: 434,6392023Q2: 425,0562023Q3: 385,7782023Q4: 337,0402024Q1: 338,8162024Q2: 329,5462024Q3: 305,1072024Q4: 316,4262025Q1: 491,8172025Q2: 304,2252025Q3: 816,0612025Q4: 117,7762026Q1: 159,253
2021Q22026Q1
peak 816,061 in 2025Q3 · 1,239,774 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative)
202120232025
Positive-tone share moved 16% → 17%, negative 8% → 11% across 2021–2025.

What the coverage is about

The subjects that dominate Auto news in Canada. The arrow shows whether each one is being written about more or less than a year ago.

  • Administrative and political subdivisions4,207,544▲+17%
  • Geographic naming conventions and etymology81,979▲+420%
  • International sports competitions39,503→+3%
  • Trade policies and agreements34,412▼-48%
  • International political relations29,084▲+17%
  • Olympic games coverage23,024→-2%
  • Sports broadcast rights updates17,248▼-35%
  • Security and defense policies16,769▲+11%
  • Hockey fan culture and traditions16,243▼-67%
  • Sports governance and policy changes16,209→-4%
Most-covered companies · last 12 months

18 Auto companies here were named in the news over this period.

Prism

Watch Auto coverage in Canada 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.

multilateral diplomacy+46%angel investors+165%ice sports+286%wto rulings+94%investment deal+68%national security strategy+58%public offering+46%international cooperation+47%ski competitions+116%cross-country pipelines+57%
tariff negotiations-59%free trade deals-51%trade dispute mechanisms-37%bilateral trade-46%preferential tariff-62%

The pressures the press keeps returning to

Three recurring angles in Canada Auto coverage, and whether each is getting more attention year on year (through 2025).

Regulatory Risk ▲ rising
539,571 articles touch this dimension · 36.8% critical tone
20212025
signals: tariff negotiations, free trade deals, trade dispute mechanisms
Funding Momentum ▲ rising
145,853 articles touch this dimension · 28.5% critical tone
20212025
signals: angel investors, investment deal, trade deficits fx
Growth ▲ rising
217,521 articles touch this dimension · 26.9% critical tone
20212025
signals: league expansion news, earnings report, quarterly financials

Auto jobs in Canada: who is hiring and what they ask for

Shows 5,452 job postings from 424 Auto employers in the past year, with common skills like inventory management and Python, and a median advertised salary of $46 k per year.

5,452postings · last 12 months
10,532postings tracked overall
424employers advertising
$46kmedian advertised salary/yr (n=1050)

Demand

The Skills Employers Ask For

What Auto employers in Canada 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.

  • inventory management59
  • excel55
  • diagnostics48
  • tire repair46
  • python40
  • tire mounting40
  • budget management38
  • calibrations34
  • wheel alignments33
  • sql33
What level are these roles?
Entry62
Intern43
Senior235
Lead221
Manager1,195
What they pay, by level
  • Manager$60k/yr (n=119)
Most advertised titles
  • Tire Technician231
  • Automotive Service Technician193
  • Auto Body Technician177
  • Sales Consultant140
  • Service Advisor133
  • Production Coordinator124

15 Auto-relevant internships in India were advertised over the same 12 months.

What Auto research is working on

Counts 53,340 academic papers on the Auto sector, divided among identified problems, cautions, and opportunities, with opportunities appearing in 18,826 papers.

How this field talks about itself
Auto papers (gold) against all published research (grey)
Descriptive29.3% · 17.8%1.6×
Problem-identifying27.4% · 9.7%2.8×
Promising21.0% · 37.0%0.6×
Breakthrough14.3% · 26.1%0.5×
Comparative3.4% · 3.9%≈ par
Cautionary2.9% · 4.5%0.6×

Auto literature runs 1.6× more “descriptive” than science at large (29.3% vs 17.8% baseline).

How the work is done
Empirical59.5%
Methods-led25.7%
Theoretical6.4%
Reviews4.5%
Position pieces3.9%
How the research reads

86% positive · 6% neutral · 8% negative, across 53,340 papers.

The institutions behind the field
  • Karlsruhe Institute of Technology17k
  • Toyota Motor Corporation15k
  • University of Oxford15k
  • University of Bern14k
  • University of Birmingham14k
  • University of Amsterdam14k

ranked by how often their work is cited

Researchers who shaped it

Andreas Geiger · P Lenz · R. Urtasun · Susan Mallett · Penny Whiting · Anne W.S. Rutjes · Marie E. Westwood · Jonathan J. Deeks

The most-cited breakthroughs
  • Are we ready for autonomous driving? The KITTI vision benchmark suite · 14k cites
  • ADASYN: Adaptive synthetic sampling approach for imbalanced learning · 4k cites
  • Multi-view 3D Object Detection Network for Autonomous Driving · 3k cites
  • End to End Learning for Self-Driving Cars · 3k cites
  • Scalability in Perception for Autonomous Driving: Waymo Open Dataset · 3k cites
Common problems researchers identify13,905 papers · 7 recurring themes
Social equity and representation — Common problems researchers identify
Problems · theme 01
Social equity and representation
1,059 papers · 17.6% of this block
Researchers highlight gender, identity, and power issues in humanitarian and media portrayals.
Humanities · Identity · Power · Latin Americans
“Nuevas miradas sobre género e igualdad. Enfoques interdisciplinares.”
1059 of these papers raise it as a problem
Clinical care challenges in pandemics — Common problems researchers identify
Problems · theme 02
Clinical care challenges in pandemics
975 papers · 16.2% of this block
Studies flag infection control, medication safety, and elderly care concerns during health crises.
Nursing care · Gynecology · Coronavirus disease 2019 · MEDLINE
“AVALIAÇÃO DO PERFIL E DA ACEITABILIDADE DE INTERVENÇÕES FARMACÊUTICAS EM PESSOAS IDOSAS HOSPITALIZADAS”
975 of these papers raise it as a problem
Data governance and policy gaps — Common problems researchers identify
Problems · theme 03
Data governance and policy gaps
876 papers · 14.6% of this block
Works examine legal, technical, and administrative weaknesses in personal data handling and public registries.
Order · Cadastre · Government · Public policy
“Auditoria a sistemas de informação e tecnologias aplicadas”
876 of these papers raise it as a problem
Ethics and education in confinement — Common problems researchers identify
Problems · theme 04
Ethics and education in confinement
862 papers · 14.4% of this block
Papers discuss philosophical, legal, and pedagogical problems for incarcerated individuals and health professionals.
Philosophy · Humanities · Persona · Derecho
“Educação para pessoas privadas de liberdade”
862 of these papers raise it as a problem
Environmental monitoring and land use — Common problems researchers identify
Problems · theme 05
Environmental monitoring and land use
825 papers · 13.8% of this block
Research points to shortcomings in rural environmental registries and forest cover change analysis.
Humanities · Horticulture · Statistical analysis · Amazon rainforest
“CONSIDERAÇÕES SOBRE O CADASTRO AMBIENTAL RURAL E SUA IMPLEMENTAÇÃO”
825 of these papers raise it as a problem
Inclusive curriculum and teaching methods — Common problems researchers identify
Problems · theme 06
Inclusive curriculum and teaching methods
749 papers · 12.5% of this block
Authors raise issues with pedagogical innovation, accessibility, and language support in education.
Humanities · Qualitative research · Initial training · Curriculum
“INOVAÇÃO PEDAGÓGICA MEDIADAS POR TECNOLOGIAS: CAMINHOS PARA UMA EDUCAÇÃO ATIVA”
749 of these papers raise it as a problem
Security and interaction in automotive systems — Common problems researchers identify
Problems · theme 07
Security and interaction in automotive systems
654 papers · 10.9% of this block
Studies identify safety, cybersecurity, and human‑computer interaction flaws in vehicle technologies.
Computer security · Transport engineering · Human–computer interaction · Automotive industry
“Planning and Decision-Making for Autonomous Vehicles”
654 of these papers raise it as a problem
Cautions1,384 papers · 7 recurring themes
Medication risks for older patients — Cautions
Cautions · theme 01
Medication risks for older patients
274 papers · 19.8% of this block
Cautionary work warns of adverse drug effects and pressure injuries in hospitalized seniors.
Gynecology · CADASIL · Leukoencephalopathy · Internal medicine
“Análise da presença de lesão por pressão em pacientes hospitalizados e as principais comorbidades associadas”
274 of these papers raise it as a problem
Societal impacts of autonomous transport — Cautions
Cautions · theme 02
Societal impacts of autonomous transport
270 papers · 19.5% of this block
Researchers urge careful assessment of risks, benefits, and public perception of driverless vehicles.
Transport engineering · Human–computer interaction · Automotive engineering · Aeronautics
“AUTONOMOUS VEHICLES - WHAT COULD THIS MEAN FOR THE FUTURE OF TRANSPORT?”
270 of these papers raise it as a problem
Student wellbeing and engagement — Cautions
Cautions · theme 03
Student wellbeing and engagement
187 papers · 13.5% of this block
Papers caution about substance use, vulnerability, and inclusive strategies for diverse learners.
Humanities · Philosophy · Identity · Higher education
“Levantamento sobre uso de álcool e outras drogas e vulnerabilidades relacionadas de estudantes de escolas públicas participantes do programa”
187 of these papers raise it as a problem
Adversarial threats to perception systems — Cautions
Cautions · theme 04
Adversarial threats to perception systems
171 papers · 12.4% of this block
Works highlight robustness challenges in lidar and trajectory prediction for self‑driving cars.
Adversarial system · Lidar · Object detection · Robustness
“On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles”
171 of these papers raise it as a problem
Construction material testing uncertainties — Cautions
Cautions · theme 05
Construction material testing uncertainties
171 papers · 12.4% of this block
Studies point to gaps in simulation, porosity analysis, and structural assessment methods.
Cadastre · Materials testing · Geology · Statistical analysis
“Método para simulação numérica de paredes divisórias em alvenaria afetadas pelas flechas de estruturas de betão armado”
171 of these papers raise it as a problem
Plant‑microbe interaction limits — Cautions
Cautions · theme 06
Plant‑microbe interaction limits
165 papers · 11.9% of this block
Research flags variability in biomass accumulation and bacterial inoculation for saline irrigation.
Horticulture · Microbiology · Botany · Bacteria
“Acumulação de biomassa e extração de nutrientes por plantas de feijão-de-corda irrigadas com água salina em diferentes estádios de desenvolv”
165 of these papers raise it as a problem
Regulatory and financial disclosure issues — Cautions
Cautions · theme 07
Regulatory and financial disclosure issues
146 papers · 10.5% of this block
Authors caution about political uncertainty, tax aggressiveness, and inconsistent intangibles reporting.
Order · Government · Investment · Legislation
“INCERTEZA POLÍTICO-ECONÔMICA, AGRESSIVIDADE TRIBUTÁRIA E O EFEITO MODERADOR DO MERCADO DE CRÉDITO NAS EMPRESAS DE CAPITAL ABERTO LISTADAS NA”
146 of these papers raise it as a problem
Opportunities16,625 papers · 7 recurring themes
Safety and security requirement engineering — Opportunities
Opportunities · theme 01
Safety and security requirement engineering
1,592 papers · 26.5% of this block
Opportunities focus on systematic identification of safety and cybersecurity needs for autonomous driving.
Human–computer interaction · Transport engineering · Computer security · Automotive engineering
“Systematic Method for Identifying Safety and Security Requirements in Autonomous Driving: Case Study of Autonomous Intersection System”
3D perception and object detection — Opportunities
Opportunities · theme 02
3D perception and object detection
1,072 papers · 17.9% of this block
Research advances lidar‑based scene analysis and neural networks for improved driver assistance.
Object detection · Object · Lidar · Point cloud
“Road Scene Content Analysis for Driver Assistance and Autonomous Driving”
Predictive control for motion planning — Opportunities
Opportunities · theme 03
Predictive control for motion planning
807 papers · 13.4% of this block
Works explore model‑predictive and control‑theoretic methods for dynamic trajectory generation.
Trajectory · Control theory · Motion planning · Model predictive control
“Dynamic Trajectory Planning and Tracking for Autonomous Vehicle With Obstacle Avoidance Based on Model Predictive Control”
Qualitative insights into learning tools — Opportunities
Opportunities · theme 04
Qualitative insights into learning tools
800 papers · 13.3% of this block
Studies assess effectiveness of virtual learning environments and equity‑focused educational experiences.
Humanities · Philosophy · Qualitative research · Order
“REFLEXÕES SOBRE A EFETIVIDADE DE FERRAMENTAS DE AVALIAÇÃO DA APRENDIZAGEM EMPREGADAS EM AMBIENTES VIRTUAIS DE APRENDIZAGEM: UM ESTUDO DE CAS”
Multidisciplinary biomaterials and diagnostics — Opportunities
Opportunities · theme 05
Multidisciplinary biomaterials and diagnostics
699 papers · 11.7% of this block
Research combines horticulture, medicine, and nanotechnology for novel therapeutic and catalytic applications.
Horticulture · CADASIL · Traditional medicine · Leukoencephalopathy
“ANÁLISE MULTIMODAL E CARACTERIZAÇÃO MOLECULAR DE LESÕES PIGMENTADAS CUTÂNEAS BENIGNAS: AVANÇOS EM DIAGNÓSTICO DIFERENCIAL E IMPLICAÇÕES PARA”
Geospatial data integration for sustainability — Opportunities
Opportunities · theme 06
Geospatial data integration for sustainability
686 papers · 11.4% of this block
Papers highlight BIM, cadastral data, and statistical methods for energy and construction optimization.
Cadastre · Cartography · Statistical analysis · Humanities
“BIM, 3D Cadastral Data and AI for Weather Conditions Simulation and Energy Consumption Monitoring”
Reinforcement learning for driving behavior — Opportunities
Opportunities · theme 07
Reinforcement learning for driving behavior
344 papers · 5.7% of this block
Works develop RL‑based frameworks to improve collision avoidance and decision‑making in autonomous vehicles.
Reinforcement learning · Reinforcement · Action · Human–computer interaction
“Deep-Reinforcement-Learning-Based Collision Avoidance of Autonomous Driving System for Vulnerable Road User Safety”
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About this data: built from Fliar's company, founder, funding, hiring, jobs, news and research trackers, covering Canada. Counts are of companies we track, not of every company that exists. Updated August 2026.
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