# Hiring from your past applicants: runners-up, near misses and the rules on keeping their data

> The people who nearly got your last job already know you and want to work for you. Who to go back to, what you need to have told them first, how to judge them fairly against the new job, and a message you can send.

Michael at SortTheStack, October 26, 2026. Original: https://sortthestack.com/blog/hiring-from-past-applicants

**Before you advertise a new role, look at the people who nearly got your
last one: finalists you'd have been glad to hire, and near misses for whom only
one thing was missing. Contact them only if you told them you might, and only
while you're still entitled to keep their details. Then judge them against the
new job's requirements, exactly as you would a new applicant.** It's the
cheapest source of candidates most small employers have, and the one they use
least.

## Why start here

People who applied before have already shown interest in working for you, and
you already know something about their work. Large employers have noticed. In
its
[October 2026 workforce report](https://www.icims.com/company/newsroom/octoberinsights2026/),
the recruiting software company iCIMS recommended revisiting candidates already
known to an employer, and Danny Rojas, its senior principal of product and
market insights, put it plainly: "Start with
the talent you already know… starting every search from scratch only makes it
harder." That advice comes from a company that sells tools for doing it, and
its data describes large retailers, so take it as a sensible practice rather
than a finding about small teams.

The case for small teams is simpler. You paid in time to read those
applications and interview those finalists. A runner-up you'd have hired six
months ago may be exactly who you need now.

## Who to go back to

| Group                               | Who they are                                                                  | How strong a lead         |
| ----------------------------------- | ----------------------------------------------------------------------------- | ------------------------- |
| **Runners-up**                      | Finalists you'd have hired if the winner had said no                          | Strongest                 |
| **Near misses**                     | Met every must-have, just below your shortlist line                           | Strong, for the same role |
| **Applicants for a different role** | Applied for one job, but their evidence fits the new one                      | Worth checking            |
| **People missing one thing**        | Missed a must-have that has since changed, or that they may have since gained | Worth asking              |

Go back to the written record, not your memory. If you wrote one line per
decision when you [shortlisted](https://sortthestack.com/blog/how-to-shortlist-candidates), this takes
minutes.

## First, check you may contact them

Applicant data is personal information. Before you reach out, check two things.

**What did you tell them when they applied?** If your application form or
privacy notice said their details would be used for this job only, using them
for a different job is a new purpose. Canada's Privacy Commissioner, describing
the principles of the federal privacy law
[PIPEDA](https://www.priv.gc.ca/en/privacy-topics/privacy-laws-in-canada/the-personal-information-protection-and-electronic-documents-act-pipeda/p_principle/principles/p_use/),
says to use personal information "only for the identified purposes for which
it was collected" and to "obtain fresh consent if you intend to use or disclose
personal information for a new purpose". Which privacy law covers applicant
data depends on your province or state and the kind of organisation you are,
but that principle is a sound standard wherever you hire.

**Are you still entitled to keep their details?** The same principles say to
keep personal information "only as long as it is needed to serve those
purposes" and to set retention periods. Some rules set a minimum instead: the
[EEOC's regulations](https://www.eeoc.gov/employers/recordkeeping-requirements)
require U.S. employers covered by them to keep employment records for one
year. Our
[applicant tracking spreadsheet guide](https://sortthestack.com/blog/applicant-tracking-spreadsheet)
covers retention periods in more detail.

The simplest fix is to ask. On your application form:

> ☐ You may keep my application for up to 12 months and contact me about
> other roles I might suit.

And when you tell a strong finalist they didn't get the job, ask again: "We'd
like to keep your details and get in touch if a similar role opens in the next
year. Is that all right?" Whatever they say, you now have a clear answer on
record.

## How you said no decides whether they come back

A runner-up who was left waiting for weeks, or told nothing, is unlikely to
welcome your call. Across 86 samples,
[Hausknecht, Day and Thomas (2004)](https://doi.org/10.1111/j.1744-6570.2004.00003.x)
found that applicants who held positive perceptions of a selection process
were more likely to view the organisation favourably and reported stronger
intentions to accept job offers and to recommend the employer. A later review
by [McCarthy and colleagues (2017)](https://doi.org/10.1177/0149206316681846)
concluded there is "solid evidence that applicant reactions have significant
and meaningful effects on attitudes, intentions, and behaviors".

So the time to start hiring your next runner-up is when you turn them down:
promptly, personally, and with a reason tied to the job. Our article on
[candidate ghosting](https://sortthestack.com/blog/candidate-ghosting) has a communication plan.

## Judge them against the new job, not the old one

A past applicant's earlier assessment was against a different set of
requirements, at a different time. Two rules keep this fair:

1. **Re-screen against the new job's requirements.** A strong runner-up for
   a Senior Accountant role may not have what a Payroll Manager role needs,
   and someone who missed the first job by one requirement may meet every one
   for the second.
2. **No shortcuts, either way.** Past applicants should meet the same
   must-haves as new ones, and shouldn't be marked down for having been turned
   down before. If you advertise the role as well, read both groups against the
   same list.

Ask what's changed since they applied. Six months is long enough for a new
designation, a new job or a move.

## A message you can send

> Subject: A new role at Larkspur Partners
>
> Hi [name],
>
> You applied for our Senior Accountant role in [month], and we were impressed
> by [one specific thing]. We've just opened a [new role] position, which
> involves [one-line summary]. Based on your application, we think it may suit
> you.
>
> If you're interested, reply to this email and we'll send the details. If
> your circumstances have changed, no need to reply, and we'll remove your
> details from our records on [date].
>
> [Your name]

Make it personal and specific. A template that obviously went to fifty people
reads as a mailing list.

## A worked example

Larkspur Partners, the fictional accounting practice used throughout our
guides, finished its Senior Accountant search in the spring. Six months later,
with the new senior accountant settled in, it opens a Staff Accountant role.

The figures are invented for illustration. From the spring search, the partner
has one runner-up, who has since taken another job, and four near misses who
met both must-haves but fell just below the shortlist line. All five ticked
the box agreeing to be contacted about other roles for 12 months. The partner
reads their applications against the Staff Accountant must-haves, finds three
who meet them, and emails each one. Two reply, and both are interviewed
alongside applicants from the new posting, against the same questions.

## Keep a short list, not a database

You don't need software for this. A short list kept with your hiring records
is enough: name, the role they applied for, the date, the evidence that made
them strong, the date they agreed to be contacted, and the date their details
should be deleted. Check it before every new search, and delete each entry when
its date passes.

## Where SortTheStack fits

On the Practice and Group plans, SortTheStack can match your account's past
applicants from other jobs against a new job. You choose which ones to bring
in, and each is read against the new job's requirements, like a new
application, with the evidence quoted. Imported applicants count toward your
plan's resume allowance in the same way as an upload. Whether you may contact
someone is still your decision, based on what you told them when they applied.
[See how the screening works](https://sortthestack.com/product).

## Sources

- Hausknecht, J. P., Day, D. V., & Thomas, S. C. (2004). Applicant reactions to
  selection procedures: An updated model and meta-analysis. _Personnel
  Psychology, 57_(3), 639–683.
  [doi.org/10.1111/j.1744-6570.2004.00003.x](https://doi.org/10.1111/j.1744-6570.2004.00003.x)
- iCIMS (2026, October 8).
  [ICIMS Insights: Holiday hiring cooldown pressures retailers to move qualified candidates faster with AI and candidate re-engagement](https://www.icims.com/company/newsroom/octoberinsights2026/).
  Press release. Accessed 26 October 2026.
- McCarthy, J. M., Bauer, T. N., Truxillo, D. M., Anderson, N. R., Costa,
  A. C., & Ahmed, S. M. (2017). Applicant perspectives during selection: A
  review addressing "So what?," "What's new?," and "Where to next?" _Journal of
  Management, 43_(6), 1693–1725.
  [doi.org/10.1177/0149206316681846](https://doi.org/10.1177/0149206316681846)
- Office of the Privacy Commissioner of Canada,
  [PIPEDA fair information principle 5: Limiting use, disclosure, and retention](https://www.priv.gc.ca/en/privacy-topics/privacy-laws-in-canada/the-personal-information-protection-and-electronic-documents-act-pipeda/p_principle/principles/p_use/).
  Accessed 26 October 2026.
- U.S. Equal Employment Opportunity Commission,
  [Recordkeeping requirements](https://www.eeoc.gov/employers/recordkeeping-requirements).
  Accessed 26 October 2026.