Why the hours you spend on diligence matter
The hours an angel spends on due diligence are the one input with a measured link to returns. In "Returns to Angel Investors in Groups", published in November 2007 by Robert Wiltbank and Warren Boeker with support from the Kauffman Foundation, 539 angels in 86 groups reported 1,137 exits. The median angel spent 20 hours of diligence per investment. Angels above that median saw an overall multiple of 5.9X; angels below it saw 1.1X. Those who spent more than 40 hours saw 7.1X. The study has real limits: the hours are self-reported, it does not split them by type, and the data is from 2007. This page gives the exact figures and the limits together.
Published September 17, 2026. Editorial.
Key takeaways
- Wiltbank and Boeker's 2007 study is the only published measurement of angel diligence hours against angel returns, and it found 5.9X above the 20-hour median against 1.1X below it, with 7.1X for the top quartile above 40 hours.
- The study cannot say which hours mattered: it did not split diligence by type, so it offers no evidence that technical hours, reference hours or market hours carried the effect.
- The overall multiple across all 1,137 exits was 2.6X in 3.5 years, with 52 percent of exits returning less than the money invested and 7 percent returning more than 10X and carrying 75 percent of the money returned.
- The practical reading is modest: the median angel does 20 hours, more checking is associated with better outcomes, and one of those hours spent on the software is the cheapest one to add.
The hours matter because they are the only thing about angel diligence that anyone has measured against what angels got back. One study did it, in 2007, and its numbers are still the ones every angel training deck quotes. This page gives them exactly, with the limits the authors put on them, so that you can decide how much weight to put on the hour this guide asks you to spend on the software.
What did Wiltbank and Boeker measure?
Robert Wiltbank of Willamette University and Warren Boeker of the University of Washington published "Returns to Angel Investors in Groups" in November 2007, with financial support from the Ewing Marion Kauffman Foundation and the Angel Capital Education Foundation. They surveyed members of 86 angel groups. Thirteen percent responded, giving 539 individual angels, who between them reported 1,137 exits: acquisitions, public offerings, or closures.
The headline result was an overall multiple of 2.6X in an average holding period of 3.5 years. That average hides the shape of the distribution. Fifty-two percent of the exits returned less than the money invested. Seven percent returned more than 10X, and those seven percent produced 75 percent of all the money returned. Sixty-one percent of the angels had a portfolio multiple above 1X, which the authors present as the case for holding several investments rather than one.
The sample was early-stage by any definition. Thirty-four percent of the deals were at the seed stage and 41 percent at the start-up stage. Forty-five percent of the ventures had no revenue when the angel invested, and the median revenue across all of them was $125,000. Software was the largest industry at 19 percent of exits.
What did the study find about diligence hours?
Each respondent was asked how many hours of diligence they had performed for each investment. The median was 20 hours. The mean was 60, because a minority of angels reported far more.
Splitting the sample at the median, the authors report an overall multiple of 5.9X for the above-median group against 1.1X for the below-median group. Sixty-five percent of the below-median exits returned less than 1X, against 45 percent of the above-median exits. Comparing quartiles rather than halves, the top quartile, angels who spent more than 40 hours, saw an overall multiple of 7.1X. The chart in the report notes that 26 percent of exits involved more than 40 hours of diligence.
Holding periods differed too: 4.1 years for the high-diligence group and 3.4 years for the low-diligence group. That is worth keeping in mind, because a longer hold with a higher multiple is a different investment from a shorter hold with a lower one, and the report gives multiples rather than annualised returns for this comparison.
Reveneau's angel review is built on the modest reading of these figures: the median angel spends 20 hours, the study associates more hours with better outcomes, and one hour on the software is the cheapest hour to add to a process that currently has none.
What can the study not tell you?
Three limits are stated in the report, and a fourth follows from its design.
The hours are not split by type. The question asked for total hours of diligence. There is no breakdown into time spent on references, on the market, on the financials, or on the technology. The study therefore cannot support a claim that technical diligence in particular improves returns. What it supports is that diligence in total is associated with better returns.
The hours are self-reported, after the fact. Angels were asked in 2007 to recall how many hours they spent before investments that had already exited, some of them years earlier. Angels who remember a deal going well may also remember working harder on it. The authors flag this by saying that "length of time may not be the only important factor in due diligence" and that future research should assess the quality of diligence rather than only the quantity.
The data is from 2007. Sixty-two percent of the exits occurred after 2004, and only 8 percent before 2000, so the sample is mostly the years just before the study. The market for early-stage software has changed since: the ACA's John Harbison reported in August 2025 that median pre-seed pre-money valuations doubled to $10 million in 2024. Whether the 2007 relationship holds at those prices is unknown.
The sample is group angels only. The report says so directly: the findings refer to angels connected to angel organisations, and the differences between group and non-group angels were "simply unknown empirically" at the time.
One more thing is easy to miss. Months before the study came out, the ACA's own July 2007 due diligence guide quoted David Rose of New York Angels saying that "nobody has been able to show a correlation between the length of time spent on due diligence and probability of success". The Wiltbank study is the answer to that sentence, and it is a correlation. It does not show that spending more hours causes better returns; it shows that angels who spent more hours got better returns. Angels who do more diligence may also pick better deals for other reasons.
What did the study find beyond hours?
Two other factors are in the same report, and both bear on how a group should assign the technical check.
Industry expertise. Half of the investments were unrelated to the investor's industry experience. Where they were related, the angel typically had fourteen years in the industry, and the report says investment multiples were twice as high for investments connected to the investor's expertise. For a software deal, that is an argument for having the member who has built software do the technical hour, which is the subject of assigning the technical reviewer in an angel group.
Participation after investing. Angels who interacted with the company a couple of times a month saw 3.7X in four years; those who interacted a couple of times a year saw 1.3X in 3.6 years. The authors say this does not mean more than a couple of times a month would be better.
The study also found that follow-on investment by the same angel was associated with lower returns: 1.4X for ventures that received one, against 3.6X for those that did not, with 68 percent of the exits that took follow-on money resulting in a loss of capital. That is a different subject, and it is a reminder that the diligence hour is cheapest before the first cheque.
How should an angel use these numbers?
Treat them as permission rather than as a formula. They do not say that 21 hours beats 19. They say that the angels in one large sample who did more checking than the median got back several times more than those who did less, and that the median was 20 hours.
Twenty hours is half a working week, spread across references, market calls, reading the financials, meetings with the founder, and the group's own discussion. Hustle Fund's angel diligence checklist says most angel diligence runs 1 to 3 weeks, which is consistent. The question this guide asks is how many of those hours currently go to the software, and for most angels using the standard checklists the answer is none, for the reasons in what angel diligence misses on technology.
The proposal is one hour. The one-hour technical check is the script. If the deal is large enough that one hour is not proportionate, when to pay for a professional technical review is the next page.
Is there newer data?
Not on hours against returns. The ACA's Angel Funders Report, published each year, tracks dollars, deal counts, sectors and valuations across its member groups, and its 2026 edition reported member investment of $491.3 million in 2025. Its February 2025 analysis of Dealum platform data from more than 12,000 applications to US angel groups found that 3 percent of pre-seed applications received funding, rising to 4.5 percent at seed, 8.3 percent at Series A, 12.6 percent at Series B and 16.4 percent at Series C and later. Those are selection rates, and useful ones, and they say nothing about diligence time.
Until someone repeats the 2007 study, its figures are the evidence, with the limits above attached. The pillar page uses them the same way.
Best for
- An angel deciding how much time a pre-seed check deserves
- A group lead making the case to members for a written diligence process
- Anyone about to quote the 5.9X figure in a deck and wanting the caveats
Avoid if
- You need evidence that technical diligence in particular improves returns, which this study cannot provide
- You are looking for post-2007 data on hours against outcomes, which does not exist in published form
Verify before you commit
- Open the Wiltbank and Boeker PDF and find the 20-hour median, the 5.9X and 1.1X figures, and the 7.1X top-quartile figure on the diligence page
- Check that the report gives no split of hours by type of diligence
- Note the 62 percent of exits after 2004 before treating the figures as current
Common questions
How many hours of due diligence do angel investors spend?
In Wiltbank and Boeker's November 2007 study of 539 group angels reporting 1,137 exits, the median was 20 hours per investment and the mean was 60, because a minority reported far more. Twenty-six percent of exits involved more than 40 hours. Hustle Fund's angel checklist puts the elapsed time at 1 to 3 weeks for most angel diligence, which is consistent with those hours.
Does more due diligence lead to better angel returns?
It is associated with better returns in the one study that measured it. Angels above the 20-hour median saw a 5.9X overall multiple against 1.1X below it, and those above 40 hours saw 7.1X, in Wiltbank and Boeker's 2007 data. The study shows a correlation, not a cause: angels who check more may also pick differently for other reasons.
What was the overall return in the Wiltbank study?
An overall multiple of 2.6X in an average holding period of 3.5 years across 1,137 exits reported by 539 group-affiliated angels, published in November 2007. Fifty-two percent of exits returned less than the money invested, and 7 percent returned more than 10X, with that 7 percent accounting for 75 percent of all money returned.
Does the Wiltbank study say which type of diligence matters?
No. Respondents were asked for total hours of diligence per investment, with no breakdown into reference checks, market work, financial review or technical review. The study therefore cannot support a claim that technical diligence in particular improves returns. It supports the broader claim that more diligence in total is associated with better outcomes.
How old is the data in the angel diligence study?
The report was published in November 2007. Sixty-two percent of the exits it analysed occurred after 2004 and only 8 percent before 2000, so the sample is concentrated in the years immediately before publication. The authors note the findings apply to angels in groups only. No published study has repeated the measurement since.
Did the ACA guide say diligence time does not matter?
Its July 2007 guide quoted David Rose of New York Angels saying nobody had been able to show a correlation between time spent on diligence and probability of success. Wiltbank and Boeker's study, published four months later in November 2007, showed that correlation: 5.9X above the 20-hour median against 1.1X below it. The two documents are best read together.
Does industry expertise affect angel returns?
In the 2007 study, half of investments were outside the angel's industry experience, and multiples were twice as high for investments connected to it. Where the venture matched the angel's expertise, the angel typically had fourteen years in that industry. For a software deal, this supports having the group member who has built software run the technical hour.
Does interacting with the company after investing change returns?
The 2007 study found angels who interacted with a company a couple of times a month saw 3.7X in four years, against 1.3X in 3.6 years for those who interacted a couple of times a year. The authors caution that this does not imply more frequent contact would be better still, and the finding is about time after the cheque rather than before it.
Are follow-on investments by angels a good idea?
The 2007 study associated them with lower returns. Ventures that received a follow-on investment from the same angel returned 1.4X, against 3.6X for those that did not, and 68 percent of exits that took follow-on money lost capital. The authors note the choice to stop investing can end a struggling company, so the figure describes outcomes rather than advice.
What share of pre-seed applications to angel groups get funded?
Three percent, according to the ACA's February 2025 analysis by John Harbison of Dealum platform data covering more than 12,000 applications to US angel groups between 2022 and 2024. The rate rises to 4.5 percent at seed, 8.3 percent at Series A, 12.6 percent at Series B and 16.4 percent at Series C and later. These are selection rates and say nothing about diligence hours.
References
- Wiltbank and Boeker, Returns to Angel Investors in Groups, Angel Capital Education Foundation, November 2007
- Angel Capital Association, Best Practice Guidance for Angel Groups: Due Diligence, David Eyler, July 2007
- Angel Capital Association, John Harbison, Trends in Funding Rates: What's Hot and What's Not, Part 1, 25 February 2025
- Angel Capital Association, John Harbison, The Early Stage Valuation Disconnect, 29 August 2025
- Angel Capital Association, ACA Publishes 2026 Angel Funders Report, 13 July 2026
- Hustle Fund, Angel Investing Due Diligence Checklist (Step-by-Step), Brian Nichols, read 17 September 2026
More in Start here
What angel diligence misses on technology
Angel diligence misses the software because the published checklists were written around management, market, money and legal, and treat technology as a line about IP. The Angel Capital Association's July 2007 best-practice guide on due diligence has sections on risk, planning, NDAs, reasons deals are rejected, site visits, references, and how much analysis to do, and none on the product or the code. The UK Business Angels Association's 2020 guide has a Technical heading with eight questions, every one of them about positioning, licensing, protection or market timing. This page reads both documents section by section, shows what they do cover well, and names the four technical questions an angel is left to ask alone.
The one-hour technical check a non-technical angel can run alone
The one-hour technical check is a timed script that a non-technical angel can run in a single video call with the founder, without reading code and without a technical reviewer. It has six blocks: the product on a real account, the commit history, deployment, what the founder would rebuild, the AI claim, and security. Each block says what to ask, what to look at on the screen, and what a good and a bad answer looks like. It is written to be printed and taken into the meeting. It sits inside the 20 hours that the median angel in Wiltbank and Boeker's 2007 study spent on diligence, and it covers the four questions the standard angel checklists leave out.