You have an office action on your desk and an examiner's name at the top of it. You probably know the examiner's allowance rate. What you may not know is how that examiner usually reaches an allowance: through an interview, through amendments, or only after an appeal. That difference decides how you should spend the next round, and your client's budget.
Most guides to patent examiner statistics stop at the allowance rate. This one goes further, because examiner data can tell you to run a completely different prosecution strategy for two applications that look identical on paper. Here is a real example from a single art unit.
Two examiners, one art unit, very different outcomes
Both examiners below work in art unit 3711. An art unit is the group of USPTO examiners assigned to a specific technology area. Each has handled roughly 1,000 or more applications, so these are not small, noisy samples.

| Metric | Examiner A | Examiner B |
|---|---|---|
| Applications handled | 1,003 | 1,358 |
| Allowed | 340 | 1,147 |
| Abandoned | 630 | 191 |
| Allowance rate (all applications) | 33.9% | 84.5% |
| Allowance rate (resolved applications only) | 35.1% | 85.7% |
| Interview lift | +27.6 | +2.8 |
| Average prosecution length | 1,093 days (about 36 months) | 782 days (about 26 months) |
| Section 103 share of rejections | 47.4% | 48.1% |
| Section 102 share of rejections | 17.2% | 16.2% |
| Section 112 share of rejections | 27.1% | 15.6% |
| Double patenting share of rejections | 4.8% | 18.0% |
| Section 101 share of rejections | 2.3% | 2.1% |
Source: IP Author prosecution database, September 2026.
At first glance these examiners seem to reject claims the same way. Nearly half of each examiner's rejections are obviousness rejections under Section 103, and their anticipation and eligibility shares are almost identical. If you stopped at the rejection type, you would treat them the same.

You should not treat them the same. Four differences change the plan.
1. Interview impact points in opposite directions
For Examiner A, interview lift is +27.6. For Examiner B, it is +2.8. With Examiner A, talking to the examiner is strongly linked to better outcomes. With Examiner B, it barely registers. Examiner B already allows most applications, so there is less room for an interview to change the result.
This is the most practical number in the table. It tells you where to spend the client's interview budget.
2. Section 112 rejections are about 1.7 times as common with Examiner A
More than a quarter of Examiner A's rejections fall under Section 112, which includes the clarity, written description, and enablement requirements. For Examiner B the share is about one in six. With Examiner A, claim clarity is likely to be part of the fight, not just prior art. It pays to look for indefinite terms, missing antecedent basis, and unsupported functional language before the first response, not after the second rejection.
3. Double patenting is almost four times as common with Examiner B
Eighteen percent of Examiner B's rejections are for double patenting, compared with under 5% for Examiner A. Double patenting rejections usually arise when claims overlap with the applicant's own related patents or applications. That pattern may suggest Examiner B's docket includes many continuation families. For practitioners, it means allowance may come with a terminal disclaimer decision. A terminal disclaimer limits the new patent's term to that of the earlier patent, and the two patents must stay under common ownership for the new one to remain enforceable. It should be a deliberate choice, not a formality.
4. Examiner A cases take almost a year longer
The average prosecution length differs by 311 days. For an in-house team forecasting cost and timing, that is the difference between budgeting roughly two years and roughly three.

The playbooks these numbers suggest
Treat these as data-informed starting points, not rules. Your claims, prior art, prosecution history, and client goals still decide the final strategy.
Examiner A (low allowance, high interview lift): talk early, fix clarity first. - Request an interview after the first action, before positions harden into a final rejection. - Clean up Section 112 issues proactively, even ones the examiner has not raised yet. - Prepare fallback positions from dependent claims in advance, since this examiner abandons far more applications than it allows. - Set client expectations around a longer timeline and a higher chance of multiple rounds.
Examiner B (high allowance, low interview lift): write well, save the interview budget. - A strong written response will often be enough. An interview is less likely to make a difference. - Check the family early. If related applications or patents exist, decide your terminal disclaimer position before it becomes the last obstacle to allowance. - Push back on unnecessary narrowing. With an examiner who allows most applications, giving up claim scope too early can leave value on the table.
From examiner pattern to office action response
Examiner data is the first step, not the whole job. A practical response follows four steps:
- Research the examiner. Check allowance rate, interview lift, rejection mix, and prosecution length, then pick the playbook that fits.
- Analyze the rejection. Read each rejection in light of that playbook. A Section 112 rejection from Examiner A deserves more attention than the same rejection from Examiner B.
- Set the strategy. Decide what to argue, what to amend, and whether to request an interview, file an RCE, or move toward appeal.
- Draft the response. Prepare amendments and arguments that carry out the strategy, then review them as the responsible attorney.
IP Author supports each step. Examiner research and office action lookups are free in Prosecution Insights, an AI-drafted response strategy is available with a free account, and the office action response workflow drafts amendments, arguments, and specification edits for attorney review.
Zooming out: eight examiners in the same art unit
Two examiners make a vivid example, but they could be outliers. So we pulled the same data for eight high-volume examiners who are assigned only to art unit 3711, each with more than 950 applications, including Examiners A and B.

Three things stand out:
- The spread is wide. Resolved allowance rates run from 35.1% to 85.7%, and interview lift runs from -4.6 to +35.5. That is the range an applicant faces within a single art unit, depending only on which examiner the application is assigned to.
- In this eight-examiner sample, lower allowance rates were associated with higher interview lift. All four examiners with the lowest allowance rates had interview lift of +16 or more. Among the four with the highest allowance rates, interview lift ranged from +15.5 down to -4.6. In this art unit, interviews were most strongly linked to better outcomes with the examiners who allow the fewest applications.
- Lower allowance rates were also associated with longer prosecution. The four examiners with the lowest allowance rates averaged 28 to 36 months per application. The four with the highest averaged 22 to 26 months.

Eight examiners in one art unit is a small group, so treat these patterns as a reason to check your own examiner rather than as a rule for every technology. Other art units may look very different.
A simple framework for any examiner
The comparisons above suggest a quick way to sort any examiner using two numbers from their profile: allowance rate and interview lift.

| Lower allowance rate | Higher allowance rate | |
|---|---|---|
| High interview lift | Talk first. Interview early and often. This is where interviews are most linked to better outcomes. | Call to close. A short interview may help resolve the remaining issues. |
| Low interview lift | Build the record. Put your best arguments in writing and prepare fallback claims. If the examiner's recent allowances mostly followed appeals, consider moving to appeal early instead of filing repeated RCEs. | Write and file. A strong written response usually carries the case. Watch for double patenting and family issues. |
Where exactly "high" and "low" fall depends on the technology area. Compare an examiner against others in the same art unit, not against the whole USPTO. Allowance rates vary a lot between technologies, so an average examiner in one field can look extreme in another.
Look at how an examiner's allowances happen, not just how many
An allowance rate tells you how often an examiner's applications end in a patent. It does not tell you how they got there. Two examiners with similar allowance rates can reach allowance by very different routes: one through negotiation in the first two rounds, another mainly after the applicant files an appeal.
That route matters more than the headline number. If most of an examiner's recent allowances came after a notice of appeal, a pre-appeal request, or a board decision, another round of amendments or another RCE is unlikely to change the outcome, and the evidence points toward appealing earlier. If allowances usually follow an interview or an amendment after the first action, the opposite is true.
You can check this yourself. Take the examiner's recent grants in your technology area and look up each application's prosecution timeline. Note how many office action rounds there were, whether an interview was held, whether an RCE was filed, and whether an appeal was started. Five to ten recent grants are usually enough to see a pattern.
Keep sample size in mind. An examiner with only a few dozen grants can show a striking pattern that rests on a handful of cases. The pattern is still worth knowing, but treat it as a signal to confirm, not a rule.
How examiner statistics can mislead you
Examiner data is only as useful as your understanding of what each number measures. Four points to keep in mind:
Pending applications distort the allowance rate. Examiner A's overall allowance rate is 33.9% (340 allowed out of 1,003 applications). Counting only resolved applications, meaning allowed or abandoned, the rate is 35.1% (340 out of 970). The gap is small here because few applications are pending. For a newer examiner, or one with a large pending docket, the gap can be much bigger. Always check which version you are looking at.
Interview lift shows correlation, not cause. Interviews tend to happen in cases where the applicant and examiner are already close to agreement. A high interview lift means interviews and allowances go together for this examiner. It does not prove that the interview caused the allowance.
Career totals hide recent change. Examiners gain experience, get promoted, move between art units, and follow updated USPTO guidance. An examiner's last two years can look very different from their career average. Recent grants in your technology area often tell you more than lifetime numbers.
Small samples produce extreme numbers. An examiner with a few dozen completed applications can show an allowance rate or interview lift that will not hold up. Check the application count before you rely on a percentage.
Using examiner data after a final rejection
After-final strategy has narrowed. The USPTO ended the After Final Consideration Pilot Program 2.0 (AFCP 2.0) and stopped accepting requests filed after December 14, 2024, as announced in the Federal Register. The main remaining options are amendments that place the application in condition for allowance or in better form for appeal, an examiner interview at the examiner's discretion, and appeal, including a pre-appeal brief request for review.
The examiner's profile helps you choose. With an Examiner A profile, an after-final interview is worth trying before you commit to a request for continued examination (RCE). With a profile showing long prosecution, low allowance, little interview effect, and recent allowances that mostly followed appeals, a pre-appeal request or appeal may be more cost-effective than another round. A pre-appeal request also brings two additional examiners to review the rejection.
If you do interview, prepare carefully. According to the USPTO's May 2026 Interview Best Practices, the FY 2026 performance plan gives examiners one hour per application or RCE to cover the interview and related work, with more time possible if a supervisor approves. A short, specific agenda sent in advance respects that limit. The interview rules themselves are set out in MPEP Chapter 713, and the USPTO's Interview Practice FAQs summarize how to request and conduct an interview.
For in-house teams: examiner data across a portfolio
Examiner statistics are usually discussed one application at a time. For in-house counsel, they are just as useful at the portfolio level:
- Forecasting. The 311-day gap between Examiner A and Examiner B, repeated across dozens of applications, changes annual prosecution budgets in a real way.
- Prioritizing. Pending office actions before examiners with low allowance rates and high interview lift are where early attorney attention is most likely to pay off.
- Reviewing outside counsel fairly. A firm's allowance rate means little without context. A firm handling mostly Examiner A-type dockets and allowing 50% of cases may be outperforming a firm that allows 80% before Examiner B-type examiners. Compare results against the examiners each firm actually faced.
A 10-minute examiner research routine
| Step | What to check | What it tells you |
|---|---|---|
| 1 | Examiner of record and art unit | You are researching the right person |
| 2 | Total applications and pending count | Whether the percentages are reliable |
| 3 | Allowance rate, compared with the art unit | How difficult this examiner is in context |
| 4 | Interview lift | Whether and when to spend on an interview |
| 5 | Rejection mix, especially 112 and double patenting shares | Which issues beyond prior art to prepare for |
| 6 | Average prosecution length | Timeline and budget expectations |
| 7 | Recent grants in your technology area, and how each was reached (interview, RCE, or appeal) | The amendments this examiner has accepted, and the route that actually leads to allowance |
Look up your examiner for free
IP Author's free Prosecution Insights examiner directory covers thousands of USPTO examiners. Each examiner profile shows the allowance rate on resolved cases compared with the tech center average, total applications, interview lift, average prosecution days, and the share of rejections under Sections 101, 102, 103, and 112, along with the examiner's currently pending office actions. You can also search by application number to look up any pending US office action, and subscribe to alerts for examiners you track. No account is needed to browse.
For response drafting strategy, see our guide on how to respond to office actions.
Frequently asked questions
Where do patent examiner statistics come from? From public USPTO prosecution records, mainly the Patent File Wrapper and Office Action data. Tools organize those records so they can be searched and compared by examiner.
What is a good allowance rate for a patent examiner? There is no single benchmark, because allowance rates vary widely by technology. Compare an examiner with others in the same art unit rather than with the USPTO as a whole.
Should I skip the interview if interview lift is low? Not necessarily. Low interview lift means interviews have not been strongly linked to better outcomes for this examiner. An interview can still clarify the examiner's position. Weigh it against the cost and prepare a tight agenda.
When does examiner data suggest appealing early? When an examiner has a low allowance rate, interviews have not historically helped, and recent allowances mostly followed an appeal or pre-appeal request. In that situation, repeated RCEs often add cost without changing the outcome. Confirm the pattern across several recent grants before deciding.
Why would two examiners in the same art unit behave so differently? Experience level, docket mix (for example, how many continuation applications they handle), and individual examining style all play a part. That is why examiner-level data is more useful than art unit averages.
From examiner research to a filed response
Examiner statistics tell you which playbook to run. Start by looking up your examiner, then draft a response built around that examiner's pattern.