Why do most financial services firms disclose so little R&D?

Accounting standards reserve the R&D classification for systematic investigation aimed at new scientific or technical knowledge, which rarely fits banking, insurance, or asset management activities. Spending on trading platforms, underwriting models, or mobile banking apps tends to sit under technology, occupancy, or general administrative expense instead. The activity is real, but the labelling follows industry convention, and cross-sector R&D comparisons therefore systematically understate financial sector investment.

Does low reported R&D mean a bank is not investing in technology?

Not at all. Large banks run some of the most complex technology organizations outside of the tech sector itself, covering fraud detection, algorithmic trading, core ledger modernization, and customer channels. The spend simply appears under different income statement lines than R&D. Disclosures in the technology expense footnote, efficiency ratio, and non-interest expense growth give a more useful read of technology investment intensity than R&D rankings.

How should readers interpret financial firms appearing in R&D rankings at all?

When a financial firm does show meaningful R&D, it usually reflects a genuine technology subsidiary, a fintech operation, or an exchange that produces proprietary data and analytics. These are the exceptions that prove the rule: they operate partly as technology businesses and therefore report spending in the conventional R&D bucket. Treat them as a separate subcategory rather than as directly comparable to traditional banks and insurers.

Top Financial Services Stocks by R&D Spending

Top financial services companies ranked by r&d spending, latest annual filings.

What R&D Spending Means for Financial Services Companies

R&D spending in financial services sits in an unusual place: most banks, insurers, and asset managers do not disclose a meaningful R&D line at all. Investments in trading technology, risk systems, and customer-facing apps exist, but they flow through general technology or occupancy expense rather than a labelled research bucket. The result is that the sector is structurally under-represented in R&D rankings even where genuine innovation spend is substantial.

Why It Matters Less in Financial Services

For this sector, investment in capability rarely carries the risk profile that GAAP R&D rules were designed to capture, since banks are not funding uncertain multi-year discovery programs. Regulatory capital, net interest margin, and fee income drive earnings far more than any technology line. A low figure here tends to reflect a reporting convention rather than a lack of investment, and efficiency ratios or technology spending disclosures where available paint a truer picture.

What to Read Alongside

Because financial firms under-report R&D, pair this view with [Revenue](/financials/top-revenue-stocks/financial-services/) and [Net Income](/financials/top-net-income-stocks/financial-services/) for scale and profitability context, and [Return on Equity](/financials/top-roe-stocks/financial-services/) to gauge how efficiently committed capital is deployed.

Data as of FY 2025 21 companies Rhea AI

#	Symbol	Company	Sector
1	COIN	Coinbase Global, Inc.	Financial Services	$1.67B	$51.75B
2	SOFI	SoFi Technologies, Inc.	Financial Services	$0.65B	$24.01B
3	HOOD	Robinhood Markets, Inc.	Financial Services	$0.35B	$77.81B
4	FDS	FactSet Research Systems Inc.	Financial Services	$0.30B	$8.76B
5	UPST	Upstart Holdings, Inc.	Financial Services	$0.26B	$3.18B
6	FUTU	Futu Holdings Limited	Financial Services	$0.25B	$22.80B
7	MSCI	MSCI Inc.	Financial Services	$0.18B	$43.45B
8	LMND	Lemonade, Inc.	Financial Services	$0.09B	$5.05B
9	FINV	FinVolution Group	Financial Services	$0.07B	$1.16B
10	FIGR	Figure Technology Solutions, Inc.	Financial Services	$0.06B	$7.57B
11	TIGR	UP Fintech Holding Limited	Financial Services	$0.06B	$1.23B
12	AACT	Ares Acquisition Corporation II	Financial Services	$0.05B	$0.59B
13	TREE	LendingTree, Inc.	Financial Services	$0.05B	$0.67B
14	MARA	MARA Holdings, Inc.	Financial Services	$0.03B	$4.27B
15	WDH	Waterdrop Inc.	Financial Services	$0.03B	$0.60B
16	BETR	Better Home & Finance Holding Company	Financial Services	$0.03B	$0.77B
17	HOND	HCM II Acquisition Corp.	Financial Services	$0.01B	$0.52B
18	XZO	Exzeo Group, Inc.	Financial Services	$0.01B	$1.51B
19	PB	Prosperity Bancshares, Inc.	Financial Services	$0.01B	$7.02B
20	QD	Qudian Inc.	Financial Services	$0.01B	$0.63B
21	ASST	Strive Asset Management, LLC	Financial Services	$0.00B	$1.07B

How this ranking is built

Companies are ranked by r&d spending as reported in their most recent annual filing with the SEC. Figures shown are in US dollars (or percent, as noted), rounded to two decimals.

Source: annual 10-K / 20-F filings from companies trading on US exchanges (NYSE, Nasdaq, AMEX).
Fiscal year: whichever annual period the company has most recently filed. Fiscal years don't always align with the calendar year, so the "as of FY" stamp above reflects the most common year across the table.
Filtered out: warrants, preferred shares, and duplicate listings that share a parent company's financials.
Update cadence: refreshed as companies file new annual reports (typically within 60–90 days of fiscal year end).

Not financial advice. This is a research tool, not a recommendation.