Radar · Industry landscape · the United States
WealthTech Industry Landscape of the United States
3,905 WealthTech 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 September 2026.
3,905companies tracked
$31.6Bdisclosed funding
192hiring right now
1,542events · 24 months
981,771news articles · 12 months
Who leads WealthTech in the United States
Tracks 3,905 U.S. WealthTech firms, highlighting which are hiring, best funded, and currently hiring, with 192 open jobs and 660 firms reporting a funding round.
open roles
Hiring now
ranked by live open roles
- 01
Broadridge13last posted Aug 2026
- 02
Bloomberg13last posted Aug 2026
- 03
Cotality12last posted Jul 2026
- 04
Addepar12last posted Aug 2026
- 05
Robinhood11last posted Jun 2026
- 06
VALITANA11last posted Jun 2026
- 07
Fisher Investments11last posted Jun 2026
- 08
Ascensus11last posted Jun 2026
192 companies hiring · 10 posted in the last 30 days
disclosed funding
Most funded
disclosed totals, all rounds
- 01
- 02
- 03
Envestnet$862.5MPost IPO · Aug 2020
- 04
TD Ameritrade$850MConventional Debt · May 2018
- 05
Stash$841.2MSeries H · May 2025
- 06
Human Interest$814MSeries E · Nov 2025
- 07
- 08
CAIS$734MSeries C · Jun 2022
660 companies with disclosed rounds · $31.6B total
revenue
Revenue leaders
official filings first, else latest snapshot
- 01
Moomoo$2.1BFY2019 filing
- 02
- 03
CME Group$1.9BFY2025 filing
- 04
Interactive Brokers$699MFY2022 filing
- 05
- 06
SEI$443.7MFY2019 filing
- 07
CB Insights$365.3MFY2017 filing
- 08
27 companies with a revenue figure
headcount
Largest teams
ranked by tracked headcount
- 01
- 02
- 03
- 04
- 05
- 06
- 07
- 08
Two Sigma Investments1,600tracked employees
178 companies with headcount data
share of events
Share of voice
share of all tracked sector news events, 24 months
- 01
- 02
- 03
- 04
MarketAxess Holdings3.3%66 tracked events
- 05
WisdomTree2.8%57 tracked events
- 06
Liquidnet2.5%51 tracked events
- 07
- 08
2,011 tracked events across 197 companies
web reach
Most-used apps
the sites in this sector the web visits most
- 01
TradingViewtop 1ktradingview.com
- 02
SproutGigstop 5ksproutgigs.com
- 03
Schwab Intelligent Portfoliotop 10kschwab.com
- 04
Barcharttop 10kbarchart.com
- 05
- 06
Stockchartstop 50kstockcharts.com
- 07
StockTwitstop 50kstocktwits.com
- 08
847 companies here run a site with a measured audience · 131 of them sit inside the web’s top million
articles
In the news
Prism news coverage, last 12 months
- 01
The Motley Fool4,621articles in the window
- 02
- 03
PCR3,184articles in the window
- 04
Seeking Alpha2,917articles in the window
- 05
- 06
MarketWatch1,794articles in the window
- 07
Fierce1,683articles in the window
- 08
PitchBook1,483articles in the window
214 of these companies drew sector coverage in the window
Radar
See all 3,905 WealthTech companies in the United States
Filter by funding, headcount, hiring and location, and export the list.
How the WealthTech ecosystem in the United States grew, 2016–2025
Shows yearly company formation counts, peaking at 344 new firms in 2021 and dropping to 72 in 2025.
Companies founded / year
new WealthTech companies in the United States
20162025
peak 344 in 2021
Companies raising / year
with a disclosed round that year
20162025
peak 127 in 2021
Disclosed funding / year
sum of disclosed rounds (USD)
20162025
peak $8.2B in 2021
Where WealthTech companies in the United States are based
Lists the cities with the most WealthTech firms, led by New York City with 672 companies, followed by San Francisco, Chicago, Boston, and Miami.
Hub 01
New York City
672 WealthTech companies
50% of the WealthTech companies across these hubs
672companies
$9.4Bdisclosed funding
51hiring now
Hub 02
San Francisco
222 WealthTech companies
16% of the WealthTech companies across these hubs
222companies
$1.9Bdisclosed funding
15hiring now
Hub 03
Chicago
128 WealthTech companies
9% of the WealthTech companies across these hubs
128companies
$649Mdisclosed funding
14hiring now
Hub 04
Boston
76 WealthTech companies
6% of the WealthTech companies across these hubs
76companies
$201.8Mdisclosed funding
Hub 05
Miami
68 WealthTech companies
5% of the WealthTech companies across these hubs
68companies
$168.8Mdisclosed funding
1hiring now
Hub 06
Austin
68 WealthTech companies
5% of the WealthTech companies across these hubs
68companies
$36.1Mdisclosed funding
6hiring now
generated artwork
Hub 07
Los Angeles
66 WealthTech companies
5% of the WealthTech companies across these hubs
66companies
$85.6Mdisclosed funding
1hiring now
Hub 08
San Diego
50 WealthTech companies
4% of the WealthTech companies across these hubs
50companies
$30.5Mdisclosed funding
2hiring now
The WealthTech market map of the United States: what these companies actually do
Breaks down product sub‑categories and revenue models, noting the largest groups such as fintech (3,786 firms) and the most common models like subscription (2,491 firms).
- Fintech3,786 companies · $31.1B raised · 188 hiring
- Consumer Digital2,570 companies · $18.6B raised · 100 hiring
- Enterprise Tech1,702 companies · $15.4B raised · 120 hiring
- Enterprise Software745 companies · $8.8B raised · 63 hiring
- SaaS491 companies · $4.1B raised · 44 hiring
- Online Financial Databases301 companies · $901M raised · 15 hiring
- Fintech SaaS270 companies · $2.9B raised · 27 hiring
- Blockchain in Financial Services154 companies · $423.2M raised · 4 hiring
- Age Tech126 companies · $1.9B raised · 8 hiring
- Marketplaces80 companies · $932M raised · 5 hiring
- Risk Monitoring in Financial Services64 companies · $90.1M raised · 4 hiring
- Artificial Intelligence55 companies · $120M raised · 2 hiring
Monetization
How WealthTech 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.
Subscription2,491
Commission on Transaction1,501
Fee-For-Service1,220
E-Commerce - Service389
Advertising349
Freemium123
E-Commerce - Product50
Sponsorship27
Funding, M&A and the deals moving WealthTech in the United States
Leadership 365M&A 337Earnings 208Product 175Funding 125Announcement 91Assets 68Contracts 51Lawsuit 25Regulatory 25
- M&AWisdomTree has completed the acquisition of Atlantic House, the London-based active investment firm focused on defined outcome and derivatives-led strategies.2026-05-04
- M&AEnvestnet Asset Management Inc. lifted its stake in Knowles by 1.4% during the third quarter.2026-05-04
- M&ACorporate Technologies, a portfolio company of Tonka Bay Equity Partners, has acquired managed IT services firm RPM Technologies2026-05-01
- M&AInvesco Ltd. grew its position in Hercules Capital by 1.6% during the second quarter.2026-04-28
- M&AAs we considered the future of the firm, it was important to find the right home for our team — one that would support a thoughtful succession plan, preserve the best elements of our firm and help us elevate our capabilities.2026-04-23
- M&AAlpaca has expanded into Europe with the completion of its acquisition of WealthKernel, which will now operate as Alpaca Europe.2026-04-21
- M&AGraniteShares Advisors LLC bought a new stake in Plains All American Pipeline Lp during the fourth quarter, according to the company in its most recent Form 13F filing with the Securities & Exchange Commission.2026-04-21
- M&AFarther Finance Advisors LLC raised its holdings in American Healthcare REIT by 11.7% in the 4th quarter. Farther Finance Advisors LLC now owns 25,345 shares of the company’s stock worth $1,193,000 after purchasing an additional 2,661 shares during the period.2026-04-21
- M&AFinally, Worth Asset Management LLC acquired a new stake in Applied Materials in the fourth quarter valued at $1,531,000.2026-04-19
- M&ABeacon Financial Strategies CORP acquired a new stake in Lockheed Martin in the 4th quarter valued at $34,000.2026-04-19
Mergers and acquisitions
Deals from the last 24 months where a WealthTech company in the United States was the buyer or the one bought, newest first. “Undisclosed” means the price was never published — not that the deal was worth nothing.
| Acquirer | Target | Deal value | Status | Date |
|---|---|---|---|---|
| undisclosed | Completed | 2026-05-04 | ||
| $1.1M | — | 2026-05-04 | ||
| undisclosed | Announced | 2026-05-01 | ||
| $2B | — | 2026-05-01 | ||
| $1.4M | Announced | 2026-04-28 | ||
| $1B | Announced | 2026-04-23 |
Who is listing, hiring leaders, launching and winning work
Details specific event types such as IPO filings, leadership changes, product launches, and contract wins for the sector.
IPO pipeline
7 companies listed or filing · last 24 months
Leadership moves
114 tracked people moves · last 12 months
RFGMark Gilbert · Appointment → Board MemberApr 2026
DocupaceMike Conlon · Appointment → Chief Revenue OfficerApr 2026
GuildNa · Appointment → AQSE Corporate AdviserApr 2026
FartherBen Seidenstein · Appointment → Leader of Multi-Family OfficeApr 2026
CurinosCraig Henderson · Appointment → Chief Financial OfficerApr 2026
DriveWealthBrad Roberts · Appointment → Chief Risk and Compliance OfficerApr 2026
Product launches
tracked launches · last 12 months
Savvy WealthSavvy Intelligence (Financial advisory platform)Apr 2026
GuidelineKPI Forecast 2.0 (Analytics Solution)Apr 2026
ExegyOvernight Best Bid and Offer (OBBO) Consolidated Feed (Market Data Feed)Apr 2026
eMoney AdvisorPremium Client Portal (Financial Planning Platform)Apr 2026
Contract wins
37 customer wins · last 24 months
Jane Streetwon coreweaveApr 2026
Workforce actions
8 companies cutting roles · last 24 months
Alinea~1,200 roles reported · liquidationMar 2026
FXCM~100 roles reported · AI automationDec 2025
Altruist~37 roles reported · cost reductionAug 2025
Atria Wealth Solutions~82 roles reported · cost reductionJun 2025
Regulatory & litigation
33 regulatory events · 24 tracked suits · 24 months
AnalytixInsightsubject to approval — TSX Venture ExchangeJan 2026
GranitesharesAdmitted to Official List — Financial Conduct AuthorityNov 2025
LevelFieldconditional approval for acquisition — Illinois Department of Financial and Professional RegulationNov 2025
- range v caaillegal noncompete · OngoingApr 2026
- Megaspeed v bloombergdefamation over misleading articleApr 2026
Earnings pulse
companies reporting results · last 24 months
21 companies reporting231 company-quarters trackedbeat 78miss 12in line 5
Half of these companies grew revenue faster than +12.4%, half slower.
Who is building WealthTech in the United States
Profiles 1,781 founders and CEOs across 1,286 firms, noting top alma maters like Harvard (52) and common prior employers such as Morgan Stanley (20).
Founders and chief executives12 of 1,781, from the best-funded companies on this page
repeat founder
Brown University BS, Harvard Business School MBA
repeat founder
Co-Founder Comprehensive, ex-Co-Founder Thunder, SubProfile. Harvard University BA 2008
8vc, ex-Strive For College, ex-Formation 8, Stanford University, 2003
Ex-Founder Brownstone Advisors, Fairfield Greenwich Group, Shearson Lehman Brothers. SMC Moraga BA 1991
Ex - Managing Director Barclays Capital. Harvard University Bachelor of Arts (BA), Economics 2001
Ofcolor, ex-Vestorly, ex-Chalice Financial Network, Duke University - The Fuqua School of Business, 2007
Matterscale Ventures, ex-Formulafolios, ex-Retirement Wealth
Co-Founder Treasury, Say, Cruttenden Partners. Lewis & Clark College BA 2012
Ex-Fiserv, Reachable, Attributor, Envestnet · Yodlee, Starwave, Fannie Mae. James Madison University BA 1991, Marymount University MS 1994
Where the founders studied
alma mater on record for 359 of 1,781 founders
Harvard University52
Stanford University48
Harvard Business School37
University of Pennsylvania26
Massachusetts Institute of Technology24
Columbia University23
Wharton School21
Cornell University21
Where they worked before
a previous employer on record for 102 of 1,781 founders
Morgan Stanley20
Goldman Sachs19
Google14
McKinsey11
Amazon10
Microsoft10
Paypal5
Cisco5
Founders flagged as repeat founders
of 1,495 founders with a profile on this page
18
carry a repeat-founder flag
- flagged as repeat founders18
- no repeat-founder flag1,477
Women and men among the founders
first names matched for 1,635 of 1,781 founders
11%
of matched founders are women
- women176
- men1,459
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 146 founders go in neither column.
Radar
Look up the people behind WealthTech companies in the United States
Search founders, executives and operators by company, role and location.
Who funds WealthTech in the United States
Records 1,383 funding rounds since 2016 from 1,670 investors, with a typical round size of $3 million.
| Investor · most active investors since 2016 | Rounds | Led | Latest |
|---|---|---|---|
| Y Combinator | 48 | 22 | Apr 2026 |
| Europa | 38 | — | Dec 2023 |
| Techstars | 32 | 23 | Apr 2024 |
| Social Leverage | 16 | 5 | Jan 2026 |
| Fin Capital | 14 | 6 | Nov 2024 |
| Goodwater Capital | 14 | 5 | Apr 2026 |
| Plug and Play Tech Center | 12 | 8 | Sep 2024 |
| Sequoia Capital | 12 | 6 | Apr 2026 |
| Greycroft | 12 | 3 | Oct 2024 |
| Khosla Ventures | 12 | 2 | Apr 2026 |
Stage mix · rounds since 2016
Seed & Angel616
Series A–B408
Series C+ / PE137
Grants, debt & other222
The typical round is $3M — half were bigger, half smaller.
The biggest WealthTech funding rounds in the United States
Highlights the largest disclosed round—Robinhood’s $3.4 billion Series H—and lists ten other large recent rounds.
Venture round sizes · 2023–2025
<$1M100
$1–10M125
$10–50M71
$50–250M19
>$250M0
315 venture rounds with a disclosed amount in the window.
Fresh cheques · last 6 months
Series A$5.8MMay 2026
Seed$50kMay 2026
Series AundisclosedMay 2026
Series D$160MApr 2026
Series B$65MApr 2026
PE$60MApr 2026
Seed$20MApr 2026
What the news says about WealthTech in the United States
Indexes 981,771 news articles from the last year, covering topics such as cryptocurrency effects, economic indicators, trade issues, and interest‑rate decisions.
News volume
WealthTech coverage across United States · articles per quarter
2021Q22026Q1
peak 344,001 in 2025Q1 · 981,771 articles in the last 12 tracked months
Tone of coverage
share of articles by dominant sentiment (positive / neutral / negative)
202120232025
Positive-tone share moved 70% → 66%, negative 29% → 32% across 2021–2025.
What the coverage is about
The subjects that dominate WealthTech 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 markets256,342▲+41%
- Economic indicators (gdp, cpi, unemployment)85,194→+7%
- Trade wars and geopolitical impacts83,360▲+17%
- Interest rate decisions and impacts72,390▲+17%
- Central bank monetary policy announcements65,335→+10%
- Federal reserve policy meeting summaries64,290▲+17%
- Global recession risks and forecasts63,274▲+13%
- Regulatory compliance in foreign exchange trading50,164▲+85%
- Quarterly and annual financial results49,409▲+29%
- Foreign exchange (forex) rate fluctuations48,985▲+40%
Most-covered companies · last 12 months
- 4,621
- 3,478
- 3,184
- 2,917
- 2,802
- 1,794
- 1,683
- 1,483
- 1,415
- 1,164
214 WealthTech companies here were named in the news over this period.
Prism
Watch WealthTech 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%investment deal+435%stock price+124%etf trading+146%etfs+141%decentralized forex+97%sector etfs+140%share price+175%etf structures+145%etf products+156%
tariff negotiations-44%brent crude forecast-37%crude oil analysis-34%oil inventory reports-36%interest differentials fx-39%
The pressures the press keeps returning to
Three recurring angles in United States WealthTech coverage, and whether each is getting more attention year on year (through 2025).
Regulatory Risk ▲ rising
1,304,839 articles touch this dimension · 49.1% critical tone
20212025
signals: economic slowdown, stock performance, currency intervention policies
Funding Momentum ▲ rising
361,944 articles touch this dimension · 38.4% critical tone
20212025
signals: inflation reports fx, currency intervention policies, trade deficits fx
Growth ▲ rising
474,410 articles touch this dimension · 40.9% critical tone
20212025
signals: gdp growth forex, inflation reports fx, trade deficits fx
WealthTech jobs in the United States: who is hiring and what they ask for
Aggregates 9,687 job postings from 318 employers in the past year, with median pay of $100 k and top skills including Excel, Python, and SQL.
9,687postings · last 12 months
14,112postings tracked overall
318employers advertising
$100kmedian advertised salary/yr (n=1007)
Demand
The Skills Employers Ask For
What WealthTech 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.
- excel198▲
- python119▲
- sql118▲
- aws107▲
- salesforce90▲
- ai85▲
- word78▲
- foreign currency76▲
- forex76▲
- powerpoint74▲
What level are these roles?
Entry834
Intern189
Senior1,885
Lead533
Manager1,902
What they pay, by level
- Manager$120k/yr (n=173)
- Senior$120k/yr (n=213)
- Lead$162k/yr (n=59)
Most advertised titles
- 268
- 258
- 171
- 151
- 126
- 122
What WealthTech research in the United States is working on
Summarizes 907 U.S. academic papers, categorizing 193 on common problems, 88 on cautions, and 425 on opportunities.
How this field talks about itself
United States-affiliated WealthTech papers (gold) against all published research (grey)
Promising36.2% · 37.1%≈ par
Problem-identifying19.8% · 9.6%2.1×
Descriptive19.5% · 17.4%≈ par
Breakthrough10.7% · 26.7%0.4×
Cautionary9.7% · 4.5%2.2×
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
- 667
- 654
- 653
- 643
- 623
- 307
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
Problems · theme 01
Systemic Gaps in Financial Services
55 papers · 36.7% of this block
→ +2% share2022→2025 share of research on this subject
Researchers highlight regulatory and operational shortcomings that hinder inclusive financial services.
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
Problems · theme 02
Barriers to Financial Inclusion
42 papers · 28.0% of this block
▲ +19% share2022→2025 share of research on this subject
Studies point to persistent obstacles in retail banking and payment access for underserved populations.
Financial inclusion · Financial services · Retail banking · Payment
“Leveraging Financial Inclusion Through Technology-Enabled Services Innovation”
42 of these papers raise it as a problem
Problems · theme 03
Security Risks in Digital Finance
33 papers · 22.0% of this block
▲ +7% share2022→2025 share of research on this subject
Papers expose fraud, data breaches, and resilience challenges in cryptocurrency and mobile payments.
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
Problems · theme 04
Risk Management Deficiencies
20 papers · 13.3% of this block
▲ +94% share2022→2025 share of research on this subject
Research notes weak integration of risk controls between fintech innovators and traditional 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
Cautions · theme 01
Stability Concerns for Crypto Payments
24 papers · 35.8% of this block
▲ +30% share2022→2025 share of research on this subject
Authors caution that peer‑to‑peer lending and crypto markets may undermine financial stability.
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
Cautions · theme 02
Systemic Risks from Big‑Data Fintech
23 papers · 34.3% of this block
▲ +32% share2022→2025 share of research on this subject
Analyses warn that large‑scale data use could amplify systemic vulnerabilities in financial services.
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
Cautions · theme 03
Bias and Transparency in AI Finance
18 papers · 26.9% of this block
▲ +238% share2022→2025 share of research on this subject
Scholars stress the need for responsible AI to avoid bias and opacity in financial decision‑making.
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
Opportunities · theme 01
Tech‑Driven Financial Inclusion
82 papers · 26.1% of this block
▲ +130% share2022→2025 share of research on this subject
Works explore mobile and digital tools that expand access for unbanked and underbanked groups.
Financial inclusion · Mobile payment · Financial literacy · Financial services
“Advancing financial inclusion through fintech: Solutions for unbanked and underbanked populations”
Opportunities · theme 02
Fintech Innovation in Payments
60 papers · 19.1% of this block
▲ +20% share2022→2025 share of research on this subject
Research highlights emerging payment technologies reshaping financial services and market dynamics.
FinTech · Financial innovation · Financial services · Payment
“FinTech and Financial Innovation: Drivers and Depth”
Opportunities · theme 03
AI Transforming Financial Services
56 papers · 17.8% of this block
▲ +225% share2022→2025 share of research on this subject
Papers discuss how machine learning can create sustainable, intelligent financial solutions.
Financial services · Transformative learning · Financial market · Systemic risk
“Empowering Financial Services: The Transformative Impact of AI on FinTech Innovation”
Opportunities · theme 04
Predictive Analytics for Risk Evaluation
56 papers · 17.8% of this block
▲ +44% share2022→2025 share of research on this subject
Studies demonstrate cloud‑based deep learning improving risk assessment and market forecasting.
Financial services · Analytics · Scalability · Leverage
“Transforming financial services through predictive analytics and banking systems integration”
Opportunities · theme 05
Blockchain for Transparency
30 papers · 9.6% of this block
▲ +14% share2022→2025 share of research on this subject
Research shows distributed ledger technology enhancing auditability and fraud detection in finance.
Blockchain · Cryptocurrency · Digital currency · Currency
“Blockchain technology and real-time auditing: Transforming financial transparency and fraud detection in the Fintech industry”
Opportunities · theme 06
Deep Learning in Fraud Prevention
30 papers · 9.6% of this block
→ -1% share2022→2025 share of research on this subject
Works focus on neural‑network methods for detecting credit card fraud and credit‑risk anomalies.
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
Tracks the changing share of research themes worldwide from 2022 to 2025.
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 Deficiencies▲+94%
Barriers to Financial Inclusion▲+19%
Security Risks in Digital Finance▲+7%
Systemic Gaps in Financial Services▲+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%
Systemic Risks from Big‑Data Fintech▲+32%
Stability Concerns for Crypto Payments▲+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 Transforming Financial Services▲+225%
Tech‑Driven Financial Inclusion▲+130%
Predictive Analytics for Risk Evaluation▲+44%
Fintech Innovation in Payments▲+20%
Blockchain for Transparency▲+14%
Deep Learning in Fraud Prevention▼-1%
Prism
Go deeper on WealthTech research and innovation
Research themes, patent activity and the companies commercialising them, in one place.
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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 September 2026.
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