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Funding and advertised pay are reported in USD; filed accounts retain their stated source currency and basis.

Exchange-rate basis

Indicative conversions use ECB reference rates dated 2026-09-14, applied consistently across all periods. They are not historical exchange rates. Indian rupees may use crore (1 crore = 10 million); other currencies use K, M and B. CSV downloads, source documents and quoted news headlines retain their original currencies.

THE SEATTLE EDITION 2026

Seattle’s
fintech industry,
in focus.

The companies, capital and talent shaping fintech in Seattle. Find the leaders. Understand the segments. See where the activity is.

Explore in Radar Read the key signals
Snapshot: Funding in USD
Illustrated cover for Fintech Industry Landscape of Seattle
US
COMPANIES · CAPITAL · TALENT

An industry ecosystem,
measured in context.

Fintech illustration
Companies tracked 206Fintech ecosystem in Seattle Disclosed funding $2.41B48 companies · all recorded rounds Companies hiring 16With open roles at the snapshot Tracked open roles 451 employers posted in the preceding 30 days
MEET THE COMPANIES

Explore Seattle’s fintech leaders

21 featured companies from the funding, hiring, revenue and team-size leaderboards.

Expand panel +
Explore the full landscape
Fintech company highlights in Seattle, snapshot 5 August 2026
Company
Avalaraavalara.com$843.02M—2,601—
Remitlyremitly.com$532.93M11 roles2,700Financial figure available in RadarView in Radar
Lighter Capital$226.67M———
Arrivedarrived.com$191.34M—56Financial figure available in RadarView in Radar
Tomotomo.com$130.74M———
Syndiosynd.io$81.84M—119—
Outgooutgo.com$68.4M—5—
Coppergetcopper.com$42.3M—18—
Converaconvera.com—7 roles1,800—
Empirical Wealth Managementempirical.net—4 roles——
Omnidyaomnidya.com—4 roles——
outgo incoutgo.co—3 roles31—
CD Valetcdvalet.com—2 roles——
EIGabout.eliteinsurancegroup.com—2 roles——
Mifosmifos.org—2 roles35—
Amazon Payamazonpay.in——2,674—
Doxodoxo.com——51—
Maxheymax.ai——5—
POSaBITposabit.com——34—
Vouchedvouched.id——38—
laird norton wealth managementlairdnortonwm.com——104—
21 featured companies

Locked revenue figures are available in Radar; the eight company financial previews stay the same throughout this page. A dash means the figure is outside these featured lists. Revenue years vary by company; the figures are not a like-for-like revenue comparison. Compare annual accounts ↗

Company discovery

Recorded evidence only
THE KEY SIGNALS

Fintech industry KPIs in Seattle

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

5 August 2026
Hiring participation7.8%

16 of 206 tracked companies have open roles.

Funding participation24.8%

51 of 206 tracked companies have a recorded round.

Top 3 funding share66.5%

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

Median disclosed round$3.4M

Midpoint of 102 rounds with a disclosed amount.

Scale is concentrated. Opportunity is broader. The three largest funding recipients hold 66.5% of disclosed capital, while 75.2% of tracked companies have no recorded funding round.

Explore the segments →
CAPITAL & COMPANY FORMATION

How Seattle fintech has grown

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

Expand panel +
2016 — 2025

Disclosed funding by year

Sum of recorded funding rounds · USD

Seattle fintech
$0$196.94M$393.89M$590.83M$787.78M2016: $137.96M20162017: $136.18M20172018: $12.33M20182019: $237.19M20192020: $151.41M20202021: $280.97M20212022: $123.41M20222023: $79.1M20232024: $26.46M20242025: $691.03M2025
View the numbers
Annual fintech funding and company formation in Seattle
YearFunding (USD)FoundedRaising
2016$137.96M76
2017$136.18M96
2018$12.33M95
2019$237.19M89
2020$151.41M1013
2021$280.97M1614
2022$123.41M149
2023$79.1M198
2024$26.46M216
2025$691.03M38
WHERE CAPITAL SITS

Funding concentration

Share of all disclosed company funding.

  • Avalara35.0%
  • Remitly22.1%
  • Lighter Capital9.4%
  • Other companies33.5%

Funding by stage

118 recorded rounds since 2016

NUMBER OF ROUNDS
Seed & Angel59 50.0%
Series A–B31 26.3%
Series C+ / PE8 6.8%
Grants, debt & other20 16.9%

Recent recorded rounds

Latest recorded rounds · USD
1 rounds

Swipe or scroll horizontally to browse.

Series A02/2026
Stacks $23M

Backed by Lightspeed Venture Partners and EQT and others.

Largest and notable recorded rounds

Each card is one recorded round
10 cards

Swipe or scroll horizontally to browse.

Series E05/2019
Remitlyremitly.com$135M

Backed by Generation Investment Management and Prudential and others.

Series C09/2021
Syndiosynd.io$50M

Backed by Emerson Collective and Bessemer Venture Partners and others.

Seed08/2020
Tomotomo.com$40.45M

Backed by Ribbit Capital and Zigg Capital and others.

Series B02/2022
Tomotomo.com$40M

Backed by SVB and Ribbit Capital and others.

THE BUSINESS BEHIND THE ACTIVITY

Revenue, profitability & financial strength

Expand panel +

Annual accounts availability

Exact designated identities and reviewed filing records were checked, but this page has neither a qualifying preview account nor a target cohort meeting the ten-entity aggregate floor.

DIGITAL FOOTPRINT

Web traffic, app reach and release cadence

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

Busiest websites

6 of the 206 companies on this page carry a measured traffic record (2.9%); these are the largest of those, by monthly visits. The median among them is 345,802 visits.

CompanyMonthly visitsAuthorityMobile
Remitlyremitly.com15,651,0227982.7%
QuoteWizardquotewizard.com608,5594076%
Delta Dentaldeltadentalwa.com522,9604618.5%
Auto Insuranceautoinsurance.org168,6442581.6%
Payscorepayscore.com68,4332965.8%
POSaBITposabit.com59,2862813.1%

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

Most-installed apps

17 of these companies (8.3%) publish at least one Android app — 18 apps in all, carrying 31.6M installs between them.

AppInstallsRatingStore category
Remitly: Transfer money abroadRemitly28.4M4.8Finance
Copper: Earn Cash RewardsCopper1.4M4.1Finance
Solo: Your Gig Business AppSolo Technologies883.4K4.3Business
doxo: All-in-One Bill PayDoxo719.6K3.7Finance
Concreit Real Estate InvestingConcreit56.7K4.2Finance
HeyMax: Stack Miles & RewardsMax45.8K—Lifestyle
Krossroads POS & Tap to PayKrossroads14.3K4.4Business
POSaBIT PayPOSaBIT7.4K2.2Shopping
Joola: Travel Savings AppJoola6.4K3.9Finance
MifosX Android ClientMifos5K—Finance

Installs are lifetime totals to date at the June 2026 store reading — a measure of reach, not of people using an app today.

App reach by segment

The busiest app inside each of this page’s own segments, with the quarterly release trend behind it (2023Q3–2026Q1).

SegmentAppsInstallsLeading appRelease trend
Payments51.7MSolo: Your Gig Business App 883.4K
Banking Tech41.4MCopper: Earn Cash Rewards 1.4M
Finance & Accounting Tech2885.1KDAT Outgo 1.8K
Investment Tech559.7KConcreit Real Estate Investing 56.7K
Alternative Lending312KJoola: Travel Savings App 6.4K

A company can carry several segment tags, so these rows overlap and should not be added together. Trend lines are zero-based and share one quarter grid, so a flat line is a quiet segment, not a missing one.

INSIDE THE INDUSTRY

The Seattle fintech market map

Explore the segments behind the headline numbers.

Expand panel +

Where companies are building

Rank segments by scale, hiring or disclosed funding.

Consumer digital115
Enterprise tech99
Enterprise software41
Nbfc lenders23
Internet first wealth management platforms19
Saas19
Marketplaces16
Online financial planners and advisors15
Business payments solutions15
Fintech saas13
Blockchain in financial services12
Commerce enablers9

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

SEGMENT TO EXPLORE

Consumer digital

The largest measured segment in this report snapshot.

115companies
6.1%have hiring activity

7 companies hiring · $1.05B disclosed funding

Explore in Radar

How companies make money

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

Subscription130
Commission on transaction124
Fee-for-service46
E-commerce - service43
Lending24
Advertising15
E-commerce - product4
Freemium2
THE COMPANIES IN MOTION

Who is listing, hiring leaders, launching and winning work

Recorded corporate activity linked to companies in this landscape.

Expand panel +
Recent corporate headlines 10 dated reports
Mergers & acquisitionsfragment.dev ↗

Sierra, the customer service agent startup founded by Bret Taylor, announced on Thursday that it has acquired the YC-backed French startup Fragment, which helps businesses integrate AI into workflows.

Mergers & acquisitionsavalara.com ↗

Avalara, Inc., the agentic tax and compliance leader, announced it has acquired Versori, a next-generation integration platform company specializing in automated connector development powered by agentic AI workflows. Deal terms were not disclosed.

Funding roundsheymax.ai ↗

Since its $2.7 million seed round in July 2024, the company has grown to over 150,000 users and has issued more than 500 million Max Miles annually.

Funding roundsarrived.com ↗

Seattle fintech startup Arrived — the “stock market for rental homes” — announced a $27 million growth round led by Neo, with participation from Forerunner Ventures, Bezos Expeditions, and Core VC.

Funding roundsvouched.id ↗

Vouched, a young American company, announced that it had raised $17 million for its solution, which aims to enable companies to identify and monitor AI agents operating on their platforms.

Mergers & acquisitionsoutgo.co ↗

Acquiring Outgo paves the way for DAT to embed payments and financial services into our DAT One freight platform.

Mergers & acquisitionsoutgo.com ↗

DAT Freight & Analytics, a Beaverton, Ore.-based freight company, announced the acquisition of Outgo, a Seattle startup that sells banking services to freight carriers. Terms of the deal were not disclosed.

Mergers & acquisitionslumonic.com ↗

The Lumonic acquisition closed on March 3, 2025

Funding roundsremitly.com ↗

With this Series E round, Remitly earned its unicorn status reaching $1 billion in valuation.

Full recorded event mix

Top 10 categories among 138 recorded events in the 24-month window.

Leadership moves
51
Earnings
24
Funding rounds
17
New products
16
Company announcements
12
Mergers & acquisitions
12
Contracts
2
Layoffs
1
IPO activity
1
Regulatory
1
6 activity cards

Swipe or scroll horizontally to browse.

IPO pipeline

1 companies with recorded IPO activity

Avalara ↗

IPO · New York Stock Exchange3 reports

Leadership moves

16 tracked people moves

Remitly ↗
Sebastian Gunningham

Appointment Chief Executive Officer

Remitly ↗
Adam Messinger

Appointment Board Member

Syndio ↗
Devin Luquist

Appointment Senior Vice President of Product

Syndio ↗
Dr. Shonna Waters PhD

Appointment Senior Vice President of Executive Engagement & Insights

Syndio ↗
Erik Darby

Appointment President

Remitly ↗
Matt Oppenheimer

Promotion Board Chairman

Avalara ↗
Dulles Krishnan

Appointment General Manager, India Operations; regional Go-To-Market (GTM) leader

Convera ↗
Meaghan Riley

Appointment Chief Commercial Officer

Product launches

Products, platforms and features in the recorded window

Remitly ↗
Request Money

Feature

Remitly ↗
WhatsApp Send

Feature

Avalara ↗
Avalara Capital

Capital financing solution

firmly ↗
Firmly Connect

No-code onboarding platform

Amazon Pay ↗
fixed deposit (FD) service

Financial Services

Amazon Pay ↗
UPI Circle

Digital Payments

Avalara ↗
Model Context Protocol (MCP) servers

API platform

Workforce actions

1 companies with reported reductions

Remitly ↗

110 rolesclosing operations

Regulatory events

2 recorded events

Amazon Pay ↗

License grantedIRDAI

Amazon Pay ↗

approved to operate as PA-CBReserve Bank of India (RBI)

Earnings pulse

Reported company results in the recorded window.

3companies
25period observations
25.0%median reported growth

Median across 20 reported growth observations; companies may contribute multiple periods.

Mergers and acquisitions

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

Acquirer → targetStatusDateValue / context
sierra→Fragment ↗Announced2026-04-24Not stated in snapshot
Avalara→versoriAnnounced2026-03-03Not stated in snapshot
BevLogic→Avalara ↗Announced2025-10-28Not stated in snapshot
dat freight & analytics→Outgo ↗Completed2025-07-28Not stated in snapshot
Max→kripAnnounced2025-07-23Not stated in snapshot
morningstar→Lumonic ↗Completed2025-03-03Not stated in snapshot

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

PEOPLE & OPPORTUNITY

The talent market

239 postings in the preceding 12 months. The full 746-posting snapshot covers 22 employers.

Expand panel +

Most advertised job titles

Mortgage Loan Officer8
Sr. Data Steward (Data Governance)5
Senior Talent Acquisition Partner, Operations5
Head Of Engineering, Tmt5
Network Development Specialist Fort Worth, Tx5
Insurance Underwriter Sme4
0 internship postings

67 tracked postings mention remote work.

The seniority mix

188 postings specify a level.

unspecified
558
senior
72
manager
71
lead
42
intern
3

Skills employers mention

Top skills across 746 tracked postings in the available jobs snapshot.

Excel
55
Salesforce
42
Sql
38
Erp
32
Aws
30
Tableau
27
Saas
26
Python
24
Outlook
22
Microsoft Office
21
ADVERTISED PAY$121.8K/ year

Median across 56 postings with pay data, expressed in USD.

THE PEOPLE BUILDING THE FIELD

Founders and leaders

102 founders and chief executives across 72 companies.

Expand panel +
12 profiles

Swipe or scroll horizontally to browse.

Education networks

19 profiles with education records.

Stanford University
4
Wharton School
2
University of Pennsylvania
2
Harvard University
2
University of Waterloo
2
Cornell University
2
Massachusetts Institute of Technology
2
Harvard Business School
1

Prior employers

24 profiles with prior-work records.

Microsoft
10
Uber
6
Amazon
4
Facebook
4
Apple
2
Goldman Sachs
2
Cisco
1
Paypal
1

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

NEWS INTELLIGENCE

How this industry appears in the news

9,069 articles in the measured 12-month window.

Expand panel +
9,069articles in the measured year
2,293articles in 2026Q1
66.1%positive tone in the latest complete year

News volume trends

Fintech coverage tagged Seattle · articles per complete quarter

01,0552,1113,1664,2222021Q2: 1,8932021Q22021Q3: 2,4632021Q4: 2,1272022Q1: 2,1692022Q2: 1,9202022Q22022Q3: 1,9542022Q4: 2,1852023Q1: 2,2042023Q2: 2,2812023Q22023Q3: 2,0212023Q4: 2,5242024Q1: 2,5322024Q2: 2,0832024Q22024Q3: 2,0002024Q4: 2,3822025Q1: 3,6712025Q2: 2,0452025Q22025Q3: 2,7582025Q4: 1,8002026Q1: 2,2932026Q1
View quarterly article counts
QuarterArticles
2021Q21,893
2021Q32,463
2021Q42,127
2022Q12,169
2022Q21,920
2022Q31,954
2022Q42,185
2023Q12,204
2023Q22,281
2023Q32,021
2023Q42,524
2024Q12,532
2024Q22,083
2024Q32,000
2024Q42,382
2025Q13,671
2025Q22,045
2025Q32,758
2025Q41,800
2026Q12,293

Article volume measures coverage, not market sales.

Tone of coverage over time

2021
5,009 positive · 136 neutral · 2,153 negative
2022
5,500 positive · 110 neutral · 2,603 negative
2023
6,050 positive · 102 neutral · 2,867 negative
2024
5,984 positive · 126 neutral · 2,868 negative
2025
6,778 positive · 178 neutral · 3,305 negative

Leading coverage topics

Fintech coverage tagged Seattle · ranked by full-period article count.

Cryptocurrency Impact On Forex Markets256,685 articles in the full recorded period
81,231 recent · 57,779 prior
Economic Indicators (Gdp, Cpi, Unemployment)85,368 articles in the full recorded period
23,344 recent · 21,792 prior
Trade Wars And Geopolitical Impacts83,564 articles in the full recorded period
27,512 recent · 23,590 prior
Interest Rate Decisions And Impacts72,480 articles in the full recorded period
18,840 recent · 16,113 prior
Central Bank Monetary Policy Announcements65,419 articles in the full recorded period
15,959 recent · 14,566 prior
Federal Reserve Policy Meeting Summaries64,366 articles in the full recorded period
16,609 recent · 14,246 prior
Global Recession Risks And Forecasts63,436 articles in the full recorded period
20,317 recent · 18,051 prior
Regulatory Compliance In Foreign Exchange Trading50,230 articles in the full recorded period
15,481 recent · 8,370 prior
Foreign Exchange (Forex) Rate Fluctuations49,040 articles in the full recorded period
15,924 recent · 11,344 prior
Quarterly And Annual Financial Results48,582 articles in the full recorded period
14,823 recent · 11,621 prior

Recent and prior counts use the source comparison windows.

Topics gaining and losing attention

United States comparison coverage

KeywordRecentPriorChange
stablecoin fx impact13,4346,005124%
stock price9,6904,499115%
investment deal7,3751,414422%
decentralized forex6,9863,54997%
etf trading6,4383,27597%
share price5,7112,242155%
etfs5,6292,88895%
forex liquidity5,3763,54852%
sector etfs5,3602,78792%
etf structures4,9852,54596%
flood stage forecasting11910,236-99%
hydrologic risk modeling2610,145-100%
coastal flooding study1214,687-97%
flood control measures863,644-98%
severe weather warning3403,275-90%

Event and signal lenses

United States comparison coverage

All complete annual cohorts shown
Rising

Regulatory Risk

1,276,365 classified articles

economic slowdown, stock performance, currency intervention policies

49.0% critical · 33.8% positive
Rising

Funding Momentum

268,477 classified articles

inflation reports fx, currency intervention policies, trade deficits fx

37.5% critical · 48.9% positive
Rising

Growth

402,987 classified articles

gdp growth forex, inflation reports fx, trade deficits fx

43.1% critical · 39.1% positive

Fintech coverage tagged Seattle. Topic labels describe recorded classifications and can include broad context.

RESEARCH SIGNALS

What Fintech research is working on

907 papers in the recorded india scope.

Expand panel +
907papers
13,825worldwide comparison pool
907India-affiliated papers

Research orientation

Promising
328
Problem-identifying
180
Descriptive
177
Breakthrough
97
Cautionary
88
Comparative
24
Critical
13

Contribution mix

Empirical
377
Reviews
209
Methods-led
156
Position pieces
151
Theoretical
14

Tone counts: 834 positive · 6 neutral · 67 negative.

Common problems researchers identify
193 papers · 21.3% of this field
  • Financial services116 papers
  • FinTech75 papers
  • Financial inclusion37 papers
  • Payment21 papers
  • Data breach12 papers
  • Retail banking11 papers
  • Cryptocurrency10 papers
  • Investment10 papers

Landmark: Fintech and Financial Services : Initial Considerations

Cautions
88 papers · 9.7% of this field
  • Financial services51 papers
  • Financial inclusion22 papers
  • FinTech22 papers
  • Big data12 papers
  • Transformative learning12 papers
  • Payment11 papers
  • Corporate governance11 papers
  • Financial market10 papers

Landmark: The FinTech Opportunity

Opportunities
425 papers · 46.9% of this field
  • Financial services217 papers
  • FinTech120 papers
  • Financial inclusion82 papers
  • Payment58 papers
  • Database transaction46 papers
  • Transformative learning44 papers
  • Financial literacy34 papers
  • Transparency30 papers

Landmark: Fintech Adoption Drivers for Innovation for SMEs in Indonesia

Leading institutions

Columbia University
667
National Bureau of Economic Research
654
Cornell University
653
New York University
643
California University of Pennsylvania
623
International Monetary Fund
307

Leading researchers

Itay Goldstein
621
Wei Jiang
621
George Andrew Karolyi
621
Thomas Philippon
433
Andrei Kirilenko
214
Andrew W. Lo
214
Vikram Haksar
207
Dong He
198

Highly cited breakthrough-labelled papers

  • E.T.-RNN87 citations
  • Evolutionary Approaches and the Construction of Technology-Driven Regulations79 citations
  • Eagle Strategy Arithmetic Optimisation Algorithm with Optimal Deep Convolutional Forest Based FinTech Application for Hyper-automation32 citations
  • FinTech and consumers: a systematic review and integrative framework28 citations
  • Blockchain technology and real-time auditing: Transforming financial transparency and fraud detection in the Fintech industry12 citations

Common problems researchers identify

893 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Mobile Payments Adoption BarriersCommon problems researchers identify · 01

Mobile Payments Adoption Barriers

184 papers

20.6% of this theme group

Researchers examine why consumers and merchants hesitate to adopt mobile payment solutions.

Mobile payment (125) · Payment (101) · Cash (23) · Mobile phone (16)

Determinants of Mobile Payments: An Empirical Analysis

Mobile Payments at the Retail Point of Sale in the United States: Prospects for Adoption

View research history
YearShare index
2022698.8
2023654.9
2024785.7
2025864.1
Financial Crime Detection ChallengesCommon problems researchers identify · 02

Financial Crime Detection Challenges

169 papers

18.9% of this theme group

Papers highlight difficulties in spotting money laundering and fraud within complex financial networks.

Money laundering (27) · Audit (15) · Compliance (17) · Financial fraud (8)

Graph Computing for Financial Crime and Fraud Detection: Trends, Challenges and Outlook

A Systematic Review of Machine Learning in Credit Card Fraud Detection Under Original Class Imbalance

View research history
YearShare index
2022743.3
2023720.0
2024783.1
20251024.3
Inclusion and Regulation TensionsCommon problems researchers identify · 03

Inclusion and Regulation Tensions

158 papers

17.7% of this theme group

Studies discuss how fintech growth clashes with existing regulations while seeking broader financial inclusion.

Financial services (95) · FinTech (57) · Financial inclusion (33) · Financial regulation (9)

FINANCIAL INCLUSION THROUGH TECHNOLOGY: A REVIEW OF TRENDS IN EMERGING MARKETS

Digital Banking and Fintech Disruption: A Systematic Review of Financial Innovation

View research history
YearShare index
2022533.2
2023586.1
2024645.7
20251018.9
High‑Frequency Trading Market ImpactCommon problems researchers identify · 04

High‑Frequency Trading Market Impact

129 papers

14.4% of this theme group

Analyses focus on how algorithmic trading reshapes market dynamics and poses stability concerns.

Algorithmic trading (55) · High-frequency trading (48) · Trading strategy (25) · Electronic trading (13)

High-Frequency Trading and Its Impact on Markets

High-Frequency Trading: <i>Implications for Markets,</i><i>Regulators, and Efficiency</i>

View research history
YearShare index
202232.6
202331.8
202425.3
202539.6
Payment System Reform in HealthcareCommon problems researchers identify · 05

Payment System Reform in Healthcare

114 papers

12.8% of this theme group

Works critique current healthcare payment structures and propose more efficient reimbursement models.

Payment (111) · Payment system (52) · Health care (26) · Reimbursement (19)

Reforming the Primary Care Physician Payment System

Payment and Delivery-System Reform — The Next Phase

View research history
YearShare index
2022735.6
2023708.4
2024839.8
2025935.9
Portfolio Optimization UncertaintyCommon problems researchers identify · 06

Portfolio Optimization Uncertainty

96 papers

10.8% of this theme group

Researchers question the reliability of traditional portfolio theory under volatile market conditions.

Portfolio (94) · Portfolio optimization (37) · Modern portfolio theory (26) · Diversification (17)

In Defense of Portfolio Optimization: What If We Can Forecast?

Risk minimization and portfolio diversification

View research history
YearShare index
2022315.4
2023306.5
2024224.6
2025345.5
Insider Trading Legal ComplexitiesCommon problems researchers identify · 07

Insider Trading Legal Complexities

43 papers

4.8% of this theme group

Papers explore the legal nuances and enforcement challenges surrounding insider trading.

Insider trading (42) · Insider (17) · Alternative trading system (23) · Securities Exchange Act of 1934 (8)

Information, Privilege, Opportunity, and Insider Trading

The Law of Insider Trading: Legal Theories, Common Defenses, and Best Practices for Ensuring Compliance

View research history
YearShare index
202218.5
202316.0
202410.9
202516.4

Cautions

406 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Algorithmic Trading Liquidity RisksCautions · 01

Algorithmic Trading Liquidity Risks

109 papers

26.8% of this theme group

Authors warn that automated strategies may erode market liquidity and amplify volatility.

Algorithmic trading (52) · High-frequency trading (37) · Trading strategy (18) · Market liquidity (20)

Computerized and High‐Frequency Trading

Banking and Trading

View research history
YearShare index
202232.6
202331.8
202425.3
202539.6
Mobile Money Inclusion PitfallsCautions · 02

Mobile Money Inclusion Pitfalls

63 papers

15.5% of this theme group

Studies caution that mobile payment rollouts can introduce new transaction costs and security gaps.

Mobile payment (44) · Payment (28) · Financial inclusion (16) · Mobile banking (5)

Risk Sharing and Transactions Costs: Evidence from Kenya's Mobile Money Revolution

Innovations in emerging markets: the case of mobile money

View research history
YearShare index
2022664.7
2023656.5
2024839.9
20251020.2
Portfolio Choice Model LimitationsCautions · 03

Portfolio Choice Model Limitations

62 papers

15.3% of this theme group

Researchers highlight the sensitivity of optimization models to assumptions and data quality.

Portfolio (56) · Portfolio optimization (28) · Diversification (15) · Asset allocation (12)

Stochastic optimization of retirement portfolio asset allocations and withdrawals

An Experimental Examination of Portfolio Choice

View research history
YearShare index
2022317.9
2023308.8
2024226.8
2025346.2
Fintech’s Mixed Effects on InclusionCautions · 04

Fintech’s Mixed Effects on Inclusion

54 papers

13.3% of this theme group

Analyses stress that fintech can both empower and marginalize underserved populations.

Financial services (32) · FinTech (20) · Financial inclusion (21) · Big data (7)

The Complex Implications of Fintech for Financial Inclusion

Leveraging Fintech for Sustainable Development in Emerging Economies – A Policy Perspective

View research history
YearShare index
2022533.2
2023586.1
2024645.7
20251018.9
Bias in Fraud Detection SystemsCautions · 05

Bias in Fraud Detection Systems

51 papers

12.6% of this theme group

Papers point out ethical and accuracy concerns when AI models screen for financial fraud.

Financial fraud (6) · Computer security (9) · Audit (6) · Accounting (5)

Artificial Intelligence, Machine Learning, and Bias In Finance: Toward Responsible Innovation

A Review on Financial Fraud Detection using AI and Machine Learning

View research history
YearShare index
20221506.8
20231510.8
20241550.0
20251481.0
Cryptocurrency Payment UncertaintiesCautions · 06

Cryptocurrency Payment Uncertainties

42 papers

10.3% of this theme group

Works discuss regulatory, stability, and consumer‑protection issues surrounding digital currencies.

Payment (32) · Digital currency (9) · Cryptocurrency (9) · Virtual currency (5)

Bitcoin: Economics, Technology, and Governance

Digital Payment and Its Discontents

View research history
YearShare index
2022860.7
2023831.5
2024980.7
20251216.6
Prospective Payment System ReformsCautions · 07

Prospective Payment System Reforms

25 papers

6.2% of this theme group

Authors examine potential unintended consequences of adjusting reimbursement frameworks in healthcare.

Prospective payment system (9) · Payment (23) · Payment system (10) · Reimbursement (6)

Strategic Patient Discharge: The Case of Long-Term Care Hospitals

The Medicare hospice payment system: a consideration of potential refinements.

View research history
YearShare index
2022586.9
2023557.7
2024713.3
2025796.1

Opportunities

2,757 papers · 7 recurring themes
7 cards

Swipe or scroll horizontally to browse.

Advanced Portfolio Optimization TechniquesOpportunities · 01

Advanced Portfolio Optimization Techniques

821 papers

29.8% of this theme group

Research explores machine‑learning and entropy methods to improve asset allocation performance.

Portfolio (763) · Portfolio optimization (448) · Modern portfolio theory (90) · Econometrics (185)

Machine Learning and Portfolio Optimization

An Entropy-Based Approach to Portfolio Optimization

View research history
YearShare index
2022315.4
2023306.5
2024224.6
2025345.5
Graph‑Based Fraud Detection AdvancesOpportunities · 02

Graph‑Based Fraud Detection Advances

554 papers

20.1% of this theme group

Papers present scalable AI models that uncover complex patterns in financial transaction networks.

Financial fraud (54) · Graph (55) · Database transaction (105) · Computer security (96)

Fraud Detection using Machine Learning

Advancing Financial Security with Scalable AI: Explainable Machine Learning Models for Transaction Fraud Detection

View research history
YearShare index
2022199.4
2023181.1
2024119.9
2025234.7
Machine‑Learning Enhanced Trading StrategiesOpportunities · 03

Machine‑Learning Enhanced Trading Strategies

401 papers

14.5% of this theme group

Studies develop algorithms that adapt to multi‑scale market dynamics for better trade execution.

Algorithmic trading (177) · Trading strategy (145) · High-frequency trading (80) · Pairs trade (40)

Algorithmic Trading Strategies: Leveraging Machine Learning Models for Enhanced Performance in the US Stock Market

Extracting the multi-timescale activity patterns of online financial markets

View research history
YearShare index
202232.6
202331.8
202425.3
202539.6
Secure Mobile Payment User ExperienceOpportunities · 04

Secure Mobile Payment User Experience

380 papers

13.8% of this theme group

Research investigates how perceived security and trust drive continued use of mobile fintech services.

Mobile payment (184) · Payment (233) · Payment system (48) · Marketing (30)

An Empirical Study of the Impacts of Perceived Security and Knowledge on Continuous Intention to Use Mobile Fintech Payment Services

Assurance on the reliability of mobile payment system and its effects on its' use: An empirical examination

View research history
YearShare index
2022595.2
2023565.3
2024723.5
2025818.2
Fintech‑Driven Financial Literacy InitiativesOpportunities · 05

Fintech‑Driven Financial Literacy Initiatives

302 papers

11.0% of this theme group

Works highlight digital tools that expand financial knowledge and broaden service access.

Financial services (145) · FinTech (95) · Financial inclusion (67) · Financial literacy (29)

The Future of Finance: Fintech and Digital Transformation

The integration of big data in finTech: Review of enhancing financial services through advanced technologies

View research history
YearShare index
2022533.2
2023586.1
2024645.7
20251018.9
AI‑Powered Credit Risk ModelingOpportunities · 06

AI‑Powered Credit Risk Modeling

159 papers

5.8% of this theme group

Papers showcase deep‑learning approaches that refine loan default predictions.

Credit risk (41) · Loan (23) · Gradient boosting (11) · Default (6)

A Dynamic Credit Risk Assessment Model Based on Deep Reinforcement Learning

Leveraging artificial intelligence and machine learning for next-generation credit risk assessment models

View research history
YearShare index
2022257.0
2023259.7
2024185.2
2025266.7
Next‑Generation Credit Card Fraud DetectionOpportunities · 07

Next‑Generation Credit Card Fraud Detection

140 papers

5.1% of this theme group

Research introduces novel machine‑learning frameworks to boost detection accuracy for card fraud.

Credit card fraud (122) · Credit card (108) · Computer security (34) · Database transaction (32)

An improved machine learning technique for credit card fraud detection

Enhancing Credit Card Fraud Detection: A Machine Learning Framework

View research history
YearShare index
2022858.0
2023882.7
2024837.4
2025537.3

How this field compares with the research baseline

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

Research orientationThis fieldReference sample
Promising36.2%37.2%
Problem-identifying19.8%9.4%
Descriptive19.5%17.5%
Breakthrough10.7%26.7%
Cautionary9.7%4.4%
Comparative2.6%3.9%
Critical1.4%1.0%

Concerns receiving less research attention

Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.

Concern / example paperPapersShareRaised as a problemWorldwide share
Privacy & surveillanceFraud detections for online businesses: a perspective from blockchain technology2565.02%82 (32.0%)4.6%
Bias & fairnessEvaluating the fairness of credit scoring models: A literature review on mortgage accessibility for under-reserved popul150.29%8 (53.3%)0.14%
Concentration of compute powerRent Seeking by Low-Latency Traders: Evidence from Trading on Macroeconomic Announcements130.25%7 (53.8%)0.17%
Labour & data workEvaluating the Role of UPI in Fostering Economic Inclusion among Gig Workers in Mumbai City110.22%2 (18.2%)0.1%
Safety & misuseUses and Misuses of the Black-Litterman Model in Portfolio Construction60.12%2 (33.3%)0.08%
Energy & datacenter footprintEnergy Portfolio Optimization of Data Centers30.06%0 (0.0%)0.05%
Hardware, e-waste & supply chainMobile Phone Repair as a Strategy for Reducing E-Waste, Enhancing Data Privacy, and Promoting Digital Sustainability in 20.04%0 (0.0%)0.01%
Carbon & emissions of computeRethinking portfolio design with sustainable AI and FinTech: dynamic spillovers in a quantile–frequency framework10.02%0 (0.0%)0.0%
Water use00.0%0 (%)0.0%

Institution and researcher rankings use citations to their covered work. Research scope: United States. This may be broader than the company geography.

UNDERSTAND THE LANDSCAPE

Fintech in Seattle: key questions

Clear definitions for making better comparisons.

What does this landscape measure?

It measures the tracked company ecosystem, recorded funding, hiring and other available evidence. It is not a market-size estimate.

Can segment counts be added together?

No. A company can belong to several segments, so segment counts and funding can overlap.

What does a missing figure mean?

A dash or unavailable panel means the current reviewed source snapshot does not support that figure.

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Put Seattle in context

All landscapes ↗

Company ecosystem snapshot: 5 August 2026. Funding is recorded in USD; filed accounts retain their stated currency and reporting basis. Each section identifies its own coverage. The news and research behind these sections is explorable in Prism.

Canonical landscape ↗
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