Radar Landscapes Digital Lending Landscape of the United States
Digital Lending industry in the United States — illustrated cover for the Digital Lending Landscape of the United States
Radar · Industry landscape · the United States

Digital Lending Landscape of the United States

3,684 Digital Lending companies in the United States, in one picture: who is hiring, who is raising money, who founded them, where they are based, what the news is about, which skills employers want and where the research is going. Updated August 2026.

3,684companies tracked
$106.1Bdisclosed funding
264hiring right now
1,488events · 24 months
919,834news articles · 12 months

Who leads Digital Lending in the United States

Shows the top 3,684 U.S. digital lending firms, highlighting which are hiring, best funded, and most covered, with 264 currently hiring and 766 having disclosed recent funding.

open roles
Hiring now
ranked by live open roles
  1. 01SoFi11last posted Jun 2026
  2. 02ACE Cash Express11last posted Jun 2026
  3. 03loanDepot11last posted Jun 2026
  4. 04GoodLeap10last posted May 2026
  5. 05AmeriHome Mortgage10last posted Jun 2026
  6. 06LendingTree10last posted Jun 2026
  7. 07Equifax10last posted May 2026
  8. 08Fay Servicing10last posted May 2026
264 companies hiring · 7 posted in the last 30 days
disclosed funding
Most funded
disclosed totals, all rounds
  1. 01Taulia$6.2BConventional Debt · Mar 2021
  2. 02Prosper$5.5BConventional Debt · Nov 2022
  3. 03SoFi$3.2BPost IPO · Feb 2024
  4. 04Square$2.7BPost IPO · Mar 2020
  5. 05LendingPoint$2.5BSeries B · Nov 2025
  6. 06Kabbage$2.3BConventional Debt · Jul 2019
  7. 07Avant$2BConventional Debt · Dec 2022
  8. 08Affirm$1.8BSeries G · Sep 2020
766 companies with disclosed rounds · $106.1B total
revenue
Revenue leaders
official filings first, else latest snapshot
  1. 01Equifax$1.6BFY2026 filing
  2. 02loanDepot$1.2Bsnapshot Dec 2025
  3. 03Enova$875.1MFY2024 filing
  4. 04Lending Club$604.2MFY2019 filing
  5. 05OppFi$381.2Msnapshot Dec 2025
  6. 06QuinStreet$346.1MFY2024 filing
  7. 07Affirm$334.5MFY2023 filing
  8. 08Pathward$276.3MFY2023 filing
30 companies with a revenue figure
headcount
Largest teams
ranked by tracked headcount
  1. 01loanDepot11,177tracked employees
  2. 02Navient4,500tracked employees
  3. 03NewRez4,414tracked employees
  4. 04Movement Mortgage3,646tracked employees
  5. 05Better Mortgage3,087tracked employees
  6. 06SoFi3,066tracked employees
  7. 07AmeriSave2,482tracked employees
  8. 08Affirm2,171tracked employees
251 companies with headcount data
share of events
Share of voice
share of all tracked sector news events, 24 months
  1. 01Affirm6.6%159 tracked events
  2. 02Equifax4.8%115 tracked events
  3. 03Sezzle4.0%95 tracked events
  4. 04TransUnion3.7%88 tracked events
  5. 05Upstart3.6%85 tracked events
  6. 06NetSol Tech2.8%66 tracked events
  7. 07FICO2.6%63 tracked events
  8. 08Enova2.3%55 tracked events
2,392 tracked events across 218 companies
web reach
Most-used apps
the sites in this sector the web visits most
  1. 01Credit Karmatop 5kcreditkarma.com
  2. 02SoFitop 10ksofi.com
  3. 03Affirmtop 10kaffirm.com
  4. 04NerdWallettop 50knerdwallet.com
  5. 05Upstarttop 50kupstart.com
  6. 06Upgradetop 50kupgrade.com
  7. 07PayJoytop 50kpayjoy.com
  8. 08Bankratetop 50kbankrate.com
1,021 companies here run a site with a measured audience · 204 of them sit inside the web’s top million
articles
In the news
Prism news coverage, last 12 months
  1. 01Marcus6,263articles in the window
  2. 02Marco5,307articles in the window
  3. 03Nav4,368articles in the window
  4. 04NerdWallet3,227articles in the window
  5. 05Credit Cards3,003articles in the window
  6. 06Bankrate2,743articles in the window
  7. 07SoFi2,430articles in the window
  8. 08WalletHub1,691articles in the window
254 of these companies drew sector coverage in the window
Radar

See all 3,684 Digital Lending companies in the United States

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

How the Digital Lending ecosystem in the United States grew, 2016–2025

Lists the number of digital lending startups founded each year, noting a peak of 241 new companies in 2019 and 32 in 2025.

Companies founded / year
new Digital Lending companies in the United States
2016: 1592017: 2352018: 2152019: 2412020: 2302021: 2322022: 2072023: 2132024: 1502025: 32
20162025
peak 241 in 2019
Companies raising / year
with a disclosed round that year
20162025
peak 175 in 2021
Disclosed funding / year
sum of disclosed rounds (USD)
2016: 4,738,204,4752017: 11,395,129,6882018: 7,983,084,3882019: 12,342,949,2542020: 7,906,494,1992021: 19,037,784,1882022: 9,101,994,8462023: 5,678,612,5342024: 4,424,075,3872025: 5,127,575,803
20162025
peak $19B in 2021

Where Digital Lending companies in the United States are based

Ranks U.S. cities by the count of digital lending companies, with New York City leading at 327 firms followed by San Francisco, Los Angeles, Miami, and Austin.

New York City skyline — Digital Lending hub in the United States
Hub 01
New York City
327 Digital Lending companies
33% of the Digital Lending companies across these hubs
327companies
$13.1Bdisclosed funding
29hiring now
Photo Wikipedia · New York City · CC BY-SA 4.0
San Francisco skyline — Digital Lending hub in the United States
Hub 02
San Francisco
192 Digital Lending companies
19% of the Digital Lending companies across these hubs
192companies
$35Bdisclosed funding
28hiring now
Photo Wikipedia · San Francisco · CC BY-SA 4.0
Los Angeles skyline — Digital Lending hub in the United States
Hub 03
Los Angeles
130 Digital Lending companies
13% of the Digital Lending companies across these hubs
130companies
$3.8Bdisclosed funding
12hiring now
Photo Wikipedia · Los Angeles · CC BY-SA 4.0
Miami skyline — Digital Lending hub in the United States
Hub 04
Miami
94 Digital Lending companies
10% of the Digital Lending companies across these hubs
94companies
$1.4Bdisclosed funding
9hiring now
Photo Wikipedia · Miami · CC BY-SA 4.0
Austin, a Digital Lending hub in the United States
Hub 05
Austin
68 Digital Lending companies
7% of the Digital Lending companies across these hubs
68companies
$1.8Bdisclosed funding
8hiring now
generated artwork
Atlanta skyline — Digital Lending hub in the United States
Hub 06
Atlanta
61 Digital Lending companies
6% of the Digital Lending companies across these hubs
61companies
$6.4Bdisclosed funding
8hiring now
Photo Wikipedia · Atlanta · CC BY-SA 4.0
Chicago skyline — Digital Lending hub in the United States
Hub 07
Chicago
58 Digital Lending companies
6% of the Digital Lending companies across these hubs
58companies
$3.9Bdisclosed funding
5hiring now
Photo Wikipedia · Chicago · CC BY-SA 4.0
Houston skyline — Digital Lending hub in the United States
Hub 08
Houston
57 Digital Lending companies
6% of the Digital Lending companies across these hubs
57companies
$495.9Mdisclosed funding
3hiring now
Photo Wikipedia · Houston · CC BY-SA 4.0

The Digital Lending market map of the United States: what these companies actually do

Breaks down product sub‑categories and revenue models, showing fintech as the largest sub‑category and commission‑on‑transaction as the most common revenue model.

  • Fintech3,616 companies · $104B raised · 261 hiring
  • Nbfc Lenders3,150 companies · $97B raised · 217 hiring
  • Consumer Digital2,161 companies · $58.1B raised · 150 hiring
  • Enterprise Tech1,881 companies · $67.9B raised · 148 hiring
  • Marketplaces1,160 companies · $30.2B raised · 65 hiring
  • Real Estate Financing Tech766 companies · $8.4B raised · 62 hiring
  • Enterprise Software481 companies · $20B raised · 51 hiring
  • Internet First Residential Mortgage Providers362 companies · $2.4B raised · 33 hiring
  • Embedded Finance274 companies · $12.8B raised · 45 hiring
  • SaaS267 companies · $15.1B raised · 27 hiring
  • Cloud Banking190 companies · $2.1B raised · 18 hiring
  • Fintech SaaS187 companies · $2.1B raised · 17 hiring

Monetization

How Digital Lending 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.

Commission on Transaction2,931
Lending1,896
Subscription877
Fee-For-Service688
E-Commerce - Service283
Advertising104
Interest62
E-Commerce - Product42

Funding, M&A and the deals moving Digital Lending in the United States

Counts 1,488 corporate events over the past two years, including earnings releases, key‑person announcements, funding rounds, mergers and acquisitions, and new product launches.

Earnings 402Leadership 310Funding 203M&A 162Product 107Contracts 62Announcement 52Capital 49Lawsuit 35Assets 32
  • FundingKashable has now raised a total of $122.7M in total equity funding and is backed by EJF Ventures, Goldman Sachs Alternatives, and Revolution.2026-05-04
  • M&APhenom acquires Plum2026-05-01
  • FundingFortress has agreed to purchase up to $1.25 billion of consumer loans originated through the Upstart platform over the course of 15 months.2026-04-29
  • M&ATargeted Lending represents a compelling strategic fit for Pioneer and advances our More Than a Bank® strategy by diversifying our income sources and launching a new national lending division focused on financing essential business equipment.2026-04-27
  • M&ABloch previously founded Digit, which was sold to Oportun for approximately $230 million.2026-04-14
  • FundingPipe, a fintech that provides customer-friendly embedded financial solutions for small businesses, announced a $16 million funding round today. The round was led by investors Fin Capital and MaC Venture Capital.2026-04-09
  • FundingBraviant Holdings, a Chicago-based technology-driven consumer lending platform has secured approximately $145m in committed capacity across two new revolving asset-backed credit facilities, alongside the renewal of an existing forward flow arrangement.2026-04-08
  • M&AAs part of the acquisition, Montesi will lead strategy and growth initiatives at Reverse Focus, including a redesign of ReverseFocus.com.2026-04-06
  • M&APartnerOne, one of the fastest-growing enterprise software groups worldwide, is proud to announce the official close of its acquisition of Mortgage Cadence.2026-04-02
  • M&ATransUnion (NYSE: TRU) has successfully completed its previously announced acquisition of the mobile division of RealNetworks.2026-04-01

Mergers and acquisitions

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

AcquirerTargetDeal valueStatusDate
zipQuadPayundisclosedAnnounced2026-06-04
phenomPlumundisclosedAnnounced2026-05-01
OppFiBNCCORP$130MAnnounced2026-04-29
Pioneer BancorpTargeted Lending Co$140MCompleted2026-04-24
Oportundigit$200MCompleted2026-04-14
Reverse FocusApiro MarketingundisclosedAnnounced2026-04-06

Who is listing, hiring leaders, launching and winning work

Details specific events such as IPO filings, leadership changes, product launches, and contract wins for companies in the sector.

IPO pipeline
6 companies listed or filing · last 24 months
Leadership moves
111 tracked people moves · last 12 months
  • SoFiVivian Tu · Appointment → Chief of Financial EmpowermentApr 2026
  • AuraBrian DeCenzo · Promotion → Chief Financial Officer and PresidentApr 2026
  • EquifaxNavin Chandani · Appointment → President of Equifax India & Emerging MarketsApr 2026
  • OportunDoug Bland · Appointment → Chief Executive OfficerApr 2026
  • KikoffJohn Kaelle · Appointment → Chief Financial OfficerApr 2026
  • KikoffRobert Mahnke · Appointment → Chief Legal OfficerApr 2026
  • Libertas FundingRalph Scannell Jr. · Appointment → Chief Operating OfficerApr 2026
  • SplititNandan Sheth · Appointment → Chief Executive OfficerApr 2026
Product launches
tracked launches · last 12 months
  • TransUnionTransUnion Digital Business ProfileApr 2026
  • SunbitSunbit financing on Stripe (BNPL / Consumer Financing)Apr 2026
  • NetSol TechWholesale Finance System (WFS) (Finance platform)Apr 2026
  • KikoffFynn (Credit Coach)Apr 2026
  • firmlyFirmly Connect (No-code onboarding platform)Mar 2026
  • Credit KarmaCredit Karma Home Loans (Mortgage Broker Services)Mar 2026
  • FICOFICO® Score Credit Insights LabMar 2026
  • TransUnionAI Analytics Orchestrator Agent (Analytics Orchestrator)Mar 2026
Contract wins
37 customer wins · last 24 months
Workforce actions
8 companies cutting roles · last 24 months
  • Pipe~50% of workforce reported · cost reductionApr 2026
  • Raistonescale undisclosed · revenue loss due to First Brands collapseJan 2026
  • Lidyascale undisclosed · financial distressOct 2025
  • Rocket Mortgage~2% of workforce reported · synergiesOct 2025
  • Upstart~7% of workforce reported · cost reductionAug 2025
  • Dark Matter Technologies~70 roles reported · cost reductionMay 2025
Regulatory & litigation
9 regulatory events · 21 tracked suits · 24 months
  • Aurareview opened — L’Autorité de la ConcurrenceJan 2026
  • Plumapproved for e-money licence — Financial Conduct Authority (FCA)Dec 2025
  • Auraapproved for listing — U.S. Securities and Exchange CommissionAug 2025
  • Squareconditional approval to create ILC banks — Federal Deposit Insurance CorporationJul 2025
  • raistone v first brands groupdisappearance of assets · FiledNov 2025
  • BlockFi customers v blockfiInvestor lawsuit · SettledAug 2025
Earnings pulse
companies reporting results · last 24 months
43 companies reporting453 company-quarters trackedbeat 136miss 20in line 6

Half of these companies grew revenue faster than +20.0%, half slower.

Who is building Digital Lending in the United States

Profiles 1,489 founders and CEOs across 1,137 firms, noting frequent alma maters like Stanford and Harvard and prior employers such as Microsoft and Goldman Sachs.

Founders and chief executives12 of 1,489, from the best-funded companies on this page
Cedric Bru
CEO & President
Cedric Bru

Taulia, ex-Syncada, ex-Visa, INSA toulouse - Institut National des Sciences Appliquées de TOULOUSE, 1998

David Kimball
Chairman and CEO
David Kimball

Prosper Marketplace, ex-Usaa, ex-Ford Motor Credit, Brigham Young University, 1996

Anthony Noto
CEO
Anthony Noto

Ex-Twitter, Goldman Sachs, Lehman Brothers, Kraft Foods. United States Military Academy at West Point BS 1991, The Wharton School MBA 1999

Jim McKelvey
Co-Founder & Director
Jim McKelvey
repeat founder

Founder Invisibly, Square, Federal Reserve Bank of St. Louis, LaunchCode. LSE 1986, Washington University in St. Louis BA 1987, BASc 1987

Victor J Pacheco
Co-Founder & CIO
Victor J Pacheco

CoFounder AvanzaMe Latin America, ex-CEO Vimenca Group, First Data.

Rob Frohwein
Co-Founder
Rob Frohwein
repeat founder

Co-Founder Paid, Keep Financial Technologies, ex-Co-Founder Drum Technologies, LAVA Group. Dickinson College BA 1990…

Matthew Bochenek
CEO
Matthew Bochenek

Avant, ex-Superfund Asset Management, University of Chicago, 2003

Max Levchin
Co-Founder & CEO
Max Levchin

Ex-Yelp, Google, PayPal · University of lllinois in Urbana-Champaign BS 1997

June Ou
Co-Founder
June Ou

Ex-Figure Markets, SoFi. Stanford University Graduate School of Business MS 2012

Paul Ricci
CEO
Paul Ricci

Ex-Epic Research, Energy Plus · Rutgers University - Camden BS 1996, Drexel University's LeBow College of Business MBA 2002

Yaron Sela
Co-Founder & COO
Yaron Sela

Founder Telepele Communincation, ex-DKMY, Orbitz Worldwide, Comgates, Ecommony.

Amitay Kalmar
Co-Founder & CEO
Amitay Kalmar

Ex-Deutsche Bank, IDF · Tel Aviv University BSc 2002, MIT Sloan School of Management MBA 2010

Where the founders studied
alma mater on record for 307 of 1,489 founders
Stanford University46
Harvard University39
Harvard Business School35
University of Pennsylvania24
University of California (Berkeley)23
Wharton School20
Columbia University19
Massachusetts Institute of Technology17
Where they worked before
a previous employer on record for 77 of 1,489 founders
Microsoft17
Goldman Sachs15
Google13
Morgan Stanley9
Amazon7
Paypal5
Uber5
Facebook4
Founders flagged as repeat founders
of 1,340 founders with a profile on this page
33
carry a repeat-founder flag
  • flagged as repeat founders33
  • no repeat-founder flag1,307
Women and men among the founders
first names matched for 1,381 of 1,489 founders
11%
of matched founders are women
  • women148
  • men1,233
Inferred from first names, using 119 million people who state their own gender: a first name counts only where at least 20 of them share it and at least 90% of those share the same gender. The other 108 founders go in neither column.
Radar

Look up the people behind Digital Lending companies in the United States

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

Who funds Digital Lending in the United States

Records 1,970 funding rounds since 2016 from 1,869 investors, with a typical round size of about $10 million.

Investor · most active investors since 2016RoundsLedLatest
Y Combinator5323Jan 2026
Techstars4323Nov 2025
SVB295May 2026
QED Investors2311Jun 2025
Ribbit Capital215Oct 2025
Goldman Sachs214Apr 2026
CMFG Ventures207Jan 2023
FJ Labs192Jan 2026
Andreessen Horowitz186Jun 2025
Kleiner Perkins184Jan 2026
Stage mix · rounds since 2016
Seed & Angel522
Series A–B622
Series C+ / PE208
Grants, debt & other618

The typical round is $10M — half were bigger, half smaller.

The biggest Digital Lending funding rounds in the United States

Highlights the largest disclosed round—SoFi’s $1 billion Series E—and lists ten other major recent funding rounds.

CompanyRoundSizeWhenBackers
SoFiSeries Emega-round$1BSep 2015Third Point Ventures, Wellington, IVP +4 more
SoFiSeries Gmega-round$539MJun 2019Qatar Investment Authority
AffirmSeries Gmega-round$500MSep 2020GIC, Durable Capital Partners, Lightspeed Venture Partners +5 more
Better MortgageSeries Emega-round$500MApr 2021SoftBank
Credit KarmaSeries Emega-round$500MMar 2018Silver Lake
SoFiSeries Fmega-round$500MFeb 2017Silver Lake, GPI Capital, SoftBank Group
CorteraSeries Dmega-round$450MFeb 2000Actua
inKindSeries Bmega-round$450MFeb 2026Matt Hulsizer, Vasanth Williams, Jenny Just
SoFiSeries Gmega-round$369.8MJan 2021
GreenSkySeries Bmega-round$350MMay 2014TPG, Wellington, DST Global +1 more
Venture round sizes · 2023–2025
<$1M38
$1–10M100
$10–50M85
$50–250M20
>$250M1

244 venture rounds with a disclosed amount in the window.

Fresh cheques · last 6 months

What the news says about Digital Lending in the United States

Counts 919,834 news articles in the last year, covering topics such as cryptocurrency effects, economic indicators, trade issues, and interest‑rate decisions.

News volume
Digital Lending coverage across United States · articles per quarter
2021Q2: 123,2602021Q3: 137,6042021Q4: 120,6752022Q1: 165,3672022Q2: 166,1142022Q3: 148,6632022Q4: 162,1082023Q1: 178,3212023Q2: 177,8702023Q3: 171,7922023Q4: 168,5782024Q1: 194,1322024Q2: 170,2412024Q3: 201,2472024Q4: 218,3222025Q1: 324,0132025Q2: 237,0172025Q3: 228,7332025Q4: 188,8262026Q1: 239,785
2021Q22026Q1
peak 324,013 in 2025Q1 · 919,834 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative)
202120232025
Positive-tone share moved 67% → 64%, negative 32% → 34% across 2021–2025.

What the coverage is about

The subjects that dominate Digital Lending news in United States. The arrow shows whether each one is being written about more or less than a year ago.

  • Cryptocurrency impact on forex markets256,685▲+41%
  • Economic indicators (gdp, cpi, unemployment)85,368→+7%
  • Trade wars and geopolitical impacts83,564▲+17%
  • Interest rate decisions and impacts72,480▲+17%
  • Central bank monetary policy announcements65,419→+10%
  • Federal reserve policy meeting summaries64,366▲+17%
  • Global recession risks and forecasts63,436▲+13%
  • Regulatory compliance in foreign exchange trading50,230▲+85%
  • Foreign exchange (forex) rate fluctuations49,040▲+40%
  • Quarterly and annual financial results48,582▲+28%
Most-covered companies · last 12 months

254 Digital Lending companies here were named in the news over this period.

Prism

Watch Digital Lending coverage in United States as it happens

Prism follows these subjects story by story — which companies are named, what is said about them and how the tone moves.

Momentum

The words getting louder — and quieter

Which terms are showing up in more stories than a year ago, and which are fading. The percentage is the change in how many articles mention them.

stablecoin fx impact+124%stock price+115%etf trading+146%investment deal+422%etfs+141%decentralized forex+97%sector etfs+140%etf structures+145%etf products+156%share price+155%
flood stage forecasting-99%hydrologic risk modeling-100%coastal flooding study-97%flood control measures-98%severe weather warning-90%

The pressures the press keeps returning to

Three recurring angles in United States Digital Lending coverage, and whether each is getting more attention year on year (through 2025).

Regulatory Risk ▲ rising
1,276,365 articles touch this dimension · 49.0% critical tone
20212025
signals: economic slowdown, stock performance, currency intervention policies
Funding Momentum ▲ rising
268,477 articles touch this dimension · 37.5% critical tone
20212025
signals: inflation reports fx, currency intervention policies, trade deficits fx
Growth ▲ rising
402,987 articles touch this dimension · 43.1% critical tone
20212025
signals: gdp growth forex, inflation reports fx, trade deficits fx

Digital Lending jobs in the United States: who is hiring and what they ask for

Aggregates 8,822 job postings from 412 employers in 12 months, showing top skills like Excel and Python and a median advertised salary of $85 k per year.

8,822postings · last 12 months
12,320postings tracked overall
412employers advertising
$85kmedian advertised salary/yr (n=1054)

Demand

The Skills Employers Ask For

What Digital Lending employers in the United States put in their job ads. The bar is how many postings ask for it; the arrow shows whether demand grew or shrank against the year before.

  • excel306
  • sql226
  • python180
  • microsoft office156
  • word140
  • powerpoint117
  • outlook108
  • salesforce100
  • aws92
  • crm84
What level are these roles?
Entry120
Intern156
Senior1,445
Lead363
Manager2,369
What they pay, by level
  • Manager$90k/yr (n=259)
  • Senior$136k/yr (n=120)
  • Lead$163k/yr (n=45)
Most advertised titles
  • Sales Associate338
  • Loan Officer230
  • Financial Consultant191
  • Bilingual Sales Associate87
  • Mortgage Loan Officer82
  • Store Manager80

What Digital Lending research in the United States is working on

Summarizes 907 U.S. academic papers, with 193 identifying common problems, 88 issuing cautions, and 425 highlighting opportunities.

How this field talks about itself
United States-affiliated Digital Lending papers (gold) against all published research (grey)
Promising36.2% · 37.5%≈ par
Problem-identifying19.8% · 9.9%2.0×
Descriptive19.5% · 17.7%≈ par
Breakthrough10.7% · 25.9%0.4×
Cautionary9.7% · 4.3%2.3×
Comparative2.6% · 3.7%0.7×
How the work is done
Empirical41.6%
Reviews23.0%
Methods-led17.2%
Position pieces16.6%
Theoretical1.5%
How the research reads

92% positive · 1% neutral · 7% negative, across 907 papers.

The institutions doing the work · United States
  • Columbia University667
  • National Bureau of Economic Research654
  • Cornell University653
  • New York University643
  • California University of Pennsylvania623
  • International Monetary Fund307

ranked by how often their work is cited

Leading researchers · United States-affiliated work

Itay Goldstein · Wei Jiang · George Andrew Karolyi · Thomas Philippon · Andrei Kirilenko · Andrew W. Lo · Vikram Haksar · Dong He

The most-cited breakthroughs
  • E.T.-RNN · 87 cites
  • Evolutionary Approaches and the Construction of Technology-Driven Regulations · 79 cites
  • Eagle Strategy Arithmetic Optimisation Algorithm with Optimal Deep Convolutional Forest Based FinTech Application for Hyper-automation · 32 cites
  • FinTech and consumers: a systematic review and integrative framework · 28 cites
  • Blockchain technology and real-time auditing: Transforming financial transparency and fraud detection in the Fintech industry · 12 cites
Common problems researchers identify150 papers · 4 recurring themes
Regulatory Gaps in FinTech — Common problems researchers identify
Problems · theme 01
Regulatory Gaps in FinTech
55 papers · 36.7% of this block
2022: 245 of every 10,000 papers on this subject2023: 252 of every 10,000 papers on this subject2024: 241 of every 10,000 papers on this subject2025: 250 of every 10,000 papers on this subject2022: 245 of every 10,000 papers on this subject2023: 252 of every 10,000 papers on this subject2024: 241 of every 10,000 papers on this subject2025: 250 of every 10,000 papers on this subject→ +2% share2022→2025 share of research on this subject
Researchers highlight how outdated regulations hinder technology-driven financial services and inclusion.
FinTech · Financial services · Financial regulation · Financial system
“FINANCIAL INCLUSION THROUGH TECHNOLOGY: A REVIEW OF TRENDS IN EMERGING MARKETS”
55 of these papers raise it as a problem
Inclusion Barriers in Digital Finance — Common problems researchers identify
Problems · theme 02
Inclusion Barriers in Digital Finance
42 papers · 28.0% of this block
2022: 884 of every 10,000 papers on this subject2023: 861 of every 10,000 papers on this subject2024: 968 of every 10,000 papers on this subject2025: 1,054 of every 10,000 papers on this subject2022: 884 of every 10,000 papers on this subject2023: 861 of every 10,000 papers on this subject2024: 968 of every 10,000 papers on this subject2025: 1,054 of every 10,000 papers on this subject▲ +19% share2022→2025 share of research on this subject
Studies point to persistent obstacles preventing underserved populations from accessing digital banking and payment tools.
Financial inclusion · Financial services · Retail banking · Payment
“Leveraging Financial Inclusion Through Technology-Enabled Services Innovation”
42 of these papers raise it as a problem
Fraud and Data Security Risks — Common problems researchers identify
Problems · theme 03
Fraud and Data Security Risks
33 papers · 22.0% of this block
2022: 187 of every 10,000 papers on this subject2023: 177 of every 10,000 papers on this subject2024: 122 of every 10,000 papers on this subject2025: 200 of every 10,000 papers on this subject2022: 187 of every 10,000 papers on this subject2023: 177 of every 10,000 papers on this subject2024: 122 of every 10,000 papers on this subject2025: 200 of every 10,000 papers on this subject▲ +7% share2022→2025 share of research on this subject
Papers discuss rising fraud, data breaches, and resilience challenges in cryptocurrency and mobile payment ecosystems.
Cryptocurrency · Resilience · Data breach · Financial transaction
“Machine Learning Approaches for Fraud Detection and Risk Assessment in Mobile Banking Applications and Fintech Solutions”
33 of these papers raise it as a problem
Risk Management Integration Issues — Common problems researchers identify
Problems · theme 04
Risk Management Integration Issues
20 papers · 13.3% of this block
2022: 78 of every 10,000 papers on this subject2023: 84 of every 10,000 papers on this subject2024: 79 of every 10,000 papers on this subject2025: 151 of every 10,000 papers on this subject2022: 78 of every 10,000 papers on this subject2023: 84 of every 10,000 papers on this subject2024: 79 of every 10,000 papers on this subject2025: 151 of every 10,000 papers on this subject▲ +94% share2022→2025 share of research on this subject
Research notes difficulties embedding advanced risk analytics and credit scoring within traditional financial institutions.
Financial services · Leverage · Risk management · Financial risk
“Integrating Risk Management in Fintech and Traditional Financial Institutions through AI and Machine Learning”
20 of these papers raise it as a problem
Cautions67 papers · 3 recurring themes
Crypto‑Lending Systemic Concerns — Cautions
Cautions · theme 01
Crypto‑Lending Systemic Concerns
24 papers · 35.8% of this block
2022: 246 of every 10,000 papers on this subject2023: 238 of every 10,000 papers on this subject2024: 179 of every 10,000 papers on this subject2025: 319 of every 10,000 papers on this subject2022: 246 of every 10,000 papers on this subject2023: 238 of every 10,000 papers on this subject2024: 179 of every 10,000 papers on this subject2025: 319 of every 10,000 papers on this subject▲ +30% share2022→2025 share of research on this subject
Authors caution that peer‑to‑peer crypto lending may amplify financial inclusion risks and market instability.
Cryptocurrency · Mobile payment · Financial inclusion · Financial services
“Interdependence between online peer‐to‐peer lending and cryptocurrency markets and its effects on financial inclusion”
24 of these papers raise it as a problem
FinTech’s Systemic Risk Potential — Cautions
Cautions · theme 02
FinTech’s Systemic Risk Potential
23 papers · 34.3% of this block
2022: 182 of every 10,000 papers on this subject2023: 176 of every 10,000 papers on this subject2024: 135 of every 10,000 papers on this subject2025: 240 of every 10,000 papers on this subject2022: 182 of every 10,000 papers on this subject2023: 176 of every 10,000 papers on this subject2024: 135 of every 10,000 papers on this subject2025: 240 of every 10,000 papers on this subject▲ +32% share2022→2025 share of research on this subject
Works warn that rapid FinTech growth could introduce new systemic vulnerabilities despite sustainability promises.
FinTech · Financial services · Systemic risk · Big data
“FinTech and Sustainable Finance: How is FinTech Shaping the Future of Sustainable Finance?”
23 of these papers raise it as a problem
Bias and Transparency in AI Finance — Cautions
Cautions · theme 03
Bias and Transparency in AI Finance
18 papers · 26.9% of this block
2022: 71 of every 10,000 papers on this subject2023: 98 of every 10,000 papers on this subject2024: 121 of every 10,000 papers on this subject2025: 241 of every 10,000 papers on this subject2022: 71 of every 10,000 papers on this subject2023: 98 of every 10,000 papers on this subject2024: 121 of every 10,000 papers on this subject2025: 241 of every 10,000 papers on this subject▲ +238% share2022→2025 share of research on this subject
Scholars stress the need for responsible AI use to avoid bias and ensure openness in financial services.
Financial services · Transformative learning · FinTech · Transparency
“Artificial Intelligence, Machine Learning, and Bias In Finance: Toward Responsible Innovation”
18 of these papers raise it as a problem

A further 2 papers sit in smaller, scattered themes.

Opportunities314 papers · 6 recurring themes
Mobile Solutions for Inclusion — Opportunities
Opportunities · theme 01
Mobile Solutions for Inclusion
82 papers · 26.1% of this block
2022: 116 of every 10,000 papers on this subject2023: 142 of every 10,000 papers on this subject2024: 128 of every 10,000 papers on this subject2025: 266 of every 10,000 papers on this subject2022: 116 of every 10,000 papers on this subject2023: 142 of every 10,000 papers on this subject2024: 128 of every 10,000 papers on this subject2025: 266 of every 10,000 papers on this subject▲ +130% share2022→2025 share of research on this subject
Research highlights mobile payments and literacy programs as key levers for reaching unbanked communities.
Financial inclusion · Mobile payment · Financial literacy · Financial services
“Advancing financial inclusion through fintech: Solutions for unbanked and underbanked populations”
FinTech‑Driven Innovation — Opportunities
Opportunities · theme 02
FinTech‑Driven Innovation
60 papers · 19.1% of this block
2022: 878 of every 10,000 papers on this subject2023: 857 of every 10,000 papers on this subject2024: 965 of every 10,000 papers on this subject2025: 1,051 of every 10,000 papers on this subject2022: 878 of every 10,000 papers on this subject2023: 857 of every 10,000 papers on this subject2024: 965 of every 10,000 papers on this subject2025: 1,051 of every 10,000 papers on this subject▲ +20% share2022→2025 share of research on this subject
Papers explore how digital platforms are reshaping payments, services, and overall financial industry transformation.
FinTech · Financial innovation · Financial services · Payment
“FinTech and Financial Innovation: Drivers and Depth”
AI‑Enabled Sustainable Finance — Opportunities
Opportunities · theme 03
AI‑Enabled Sustainable Finance
56 papers · 17.8% of this block
2022: 59 of every 10,000 papers on this subject2023: 82 of every 10,000 papers on this subject2024: 257 of every 10,000 papers on this subject2025: 192 of every 10,000 papers on this subject2022: 59 of every 10,000 papers on this subject2023: 82 of every 10,000 papers on this subject2024: 257 of every 10,000 papers on this subject2025: 192 of every 10,000 papers on this subject▲ +225% share2022→2025 share of research on this subject
Studies examine artificial intelligence’s role in creating greener, more resilient financial technologies.
Financial services · Transformative learning · Financial market · Systemic risk
“Empowering Financial Services: The Transformative Impact of AI on FinTech Innovation”
Predictive Analytics for Scalability — Opportunities
Opportunities · theme 04
Predictive Analytics for Scalability
56 papers · 17.8% of this block
2022: 134 of every 10,000 papers on this subject2023: 143 of every 10,000 papers on this subject2024: 90 of every 10,000 papers on this subject2025: 192 of every 10,000 papers on this subject2022: 134 of every 10,000 papers on this subject2023: 143 of every 10,000 papers on this subject2024: 90 of every 10,000 papers on this subject2025: 192 of every 10,000 papers on this subject▲ +44% share2022→2025 share of research on this subject
Research shows advanced analytics and cloud computing can scale risk evaluation and market forecasting.
Financial services · Analytics · Scalability · Leverage
“Transforming financial services through predictive analytics and banking systems integration”
Blockchain for Transparency — Opportunities
Opportunities · theme 05
Blockchain for Transparency
30 papers · 9.6% of this block
2022: 906 of every 10,000 papers on this subject2023: 967 of every 10,000 papers on this subject2024: 916 of every 10,000 papers on this subject2025: 1,033 of every 10,000 papers on this subject2022: 906 of every 10,000 papers on this subject2023: 967 of every 10,000 papers on this subject2024: 916 of every 10,000 papers on this subject2025: 1,033 of every 10,000 papers on this subject▲ +14% share2022→2025 share of research on this subject
Works propose blockchain as a tool for real‑time auditing, fraud detection, and global financial integration.
Blockchain · Cryptocurrency · Digital currency · Currency
“Blockchain technology and real-time auditing: Transforming financial transparency and fraud detection in the Fintech industry”
Deep Learning in Fraud Detection — Opportunities
Opportunities · theme 06
Deep Learning in Fraud Detection
30 papers · 9.6% of this block
2022: 207 of every 10,000 papers on this subject2023: 188 of every 10,000 papers on this subject2024: 108 of every 10,000 papers on this subject2025: 206 of every 10,000 papers on this subject2022: 207 of every 10,000 papers on this subject2023: 188 of every 10,000 papers on this subject2024: 108 of every 10,000 papers on this subject2025: 206 of every 10,000 papers on this subject→ -1% share2022→2025 share of research on this subject
Papers demonstrate deep‑learning models improving detection of credit card fraud and related financial crimes.
Credit risk · Credit card fraud · Database transaction · Credit card
“Deep Learning in Financial Fraud Detection: Innovations, Challenges, and Applications”

Which of these themes are growing fastest

Problems
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining sharelosing share
Risk Management Integration Issues▲+94%
Inclusion Barriers in Digital Finance▲+19%
Fraud and Data Security Risks▲+7%
Regulatory Gaps in FinTech▲+2%
Cautions
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining sharelosing share
Bias and Transparency in AI Finance▲+238%
FinTech’s Systemic Risk Potential▲+32%
Crypto‑Lending Systemic Concerns▲+30%
Opportunities
how much more (or less) of the world’s research on this subject each theme took up, 2022→2025
gaining sharelosing share
AI‑Enabled Sustainable Finance▲+225%
Mobile Solutions for Inclusion▲+130%
Predictive Analytics for Scalability▲+44%
FinTech‑Driven Innovation▲+20%
Blockchain for Transparency▲+14%
Deep Learning in Fraud Detection▼-1%
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About this data: built from Fliar's company, founder, funding, hiring, jobs, news and research trackers, covering the United States. Counts are of companies we track, not of every company that exists. Updated August 2026.
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