Champion job changes: a warm signal most teams miss

Champion tracking means watching for job changes among the people who backed your product, or nearly bought it. A moved champion is one of the warmest signals a sales team can track, because that person already understands your value. Build the list from your CRM history, score each move, and contact only the moves that fit.

Key takeaways

  • Your best champion list is already in your CRM: the people on won deals, and on deals you lost to timing or budget, over the last three or more years. It’s the cheapest part of a signal layer to build.
  • Job-change vendor UserGems reports that opportunities with a past champion in them won 114% more often in its 2023 analysis. It’s vendor data, so treat it as a direction, not a forecast.
  • Most moved champions don’t come back on their own, so the signal only pays if someone acts on it.
  • Score every move on four things before a rep sees it: fit of the new company, buying power of the new role, strength of the relationship, and time in the role.
  • In South Africa, contacting people who have changed jobs raises POPIA questions. Take the play to your legal adviser before anyone sends a message.

What counts as a champion job change?

Champion tracking is the practice of watching the people who have backed your product in the past, and flagging when one of them starts at a new company. The move is a buying signal (an event that suggests an account may be ready to talk) at the new company, and a risk signal at the company they left.

It sits in the signal layer of a GTM system, next to hiring, funding and leadership changes. If you want the full set of signals and how they compare, start with ten buying signals SaaS sales teams should track. This guide goes deep on one of them, because it’s the one that uses data you already own.

“Champion” here means more than the person who signed. Three groups qualify:

  1. Champions on won deals: the person who pushed the purchase internally and stayed happy with it.
  2. Champions on lost deals: people who wanted to buy but lost the internal argument on timing, budget or priority.
  3. Heavy users and admins: the people who ran your product day to day, even if they never held budget.

Why a moved champion is warmer than a cold account

A cold account has to learn who you are, trust you and find a reason to change. A moved champion has done the first two already. What’s missing is the reason, and a new job often brings one: a new role comes with problems the person hasn’t solved yet, and they know one tool that solved a similar problem before.

The best-known numbers come from a vendor that sells job-change tracking, so read them with that in mind. In UserGems’ analysis of more than 5,000 sales opportunitiesSource 1 (vendor data, May 2023), opportunities that included a past champion had a 114% higher win rate, 54% larger deal sizes and a 12% shorter sales cycle. UserGems doesn’t publish its full method, and the data is more than two years old, so treat it as a direction rather than a benchmark.

Why a moved champion is warm Vendor data
Opportunities with a past champion: 114% higher win rate, in one vendor’s 2023 analysis Vendor data from UserGems, a company that sells job-change tracking, May 2023, based on more than 5,000 sales opportunities. Compared with opportunities without one, opportunities that included a past champion had a 114% higher win rate, 54% larger deal sizes and a 12% shorter sales cycle. UserGems does not publish its full method, so treat this as a direction, not a benchmark.
Opportunities with a past champion: 114% higher win rate, in one vendor’s 2023 analysis Vendor data from UserGems, a company that sells job-change tracking, May 2023, based on more than 5,000 sales opportunities. Compared with opportunities without one, opportunities that included a past champion had a 114% higher win rate, 54% larger deal sizes and a 12% shorter sales cycle. UserGems does not publish its full method, so treat this as a direction, not a benchmark.

In UserGems' analysis of more than 5,000 opportunities, those with a past champion had a 114% higher win rate, 54% larger deals and a 12% shorter cycle. Vendor data; method not published. Source: UserGems, May 2023 (5,000+ sales opportunities) (opens in a new tab).

The same company found that 91% of moved champions at the category-leading software companies it studied did not come back on their ownSource 2, even after 90 days or more in the new job (vendor data, 2023; sample size not published). A warm relationship isn’t the same as an inbound lead. Someone has to notice the move and act.

Timing matters too. In 6sense’s 2025 B2B Buyer Experience ReportSource 3 (nearly 4,000 B2B buyers; vendor research), 77% said their first vendor conversation was with the vendor they eventually chose. A champion who already knows your product is likely to put you on that first shortlist, but only if you’re in touch before the evaluation starts.

People also move more often than CRM records suggest. The median US wage and salary worker had been with their current employer for 4.1 years in January 2026, and workers aged 25 to 34 for 3.0 years, according to the US Bureau of Labor StatisticsSource 4 (US data). Tenure isn’t a turnover rate, and South Africa’s labour market differs. Still, if your CRM holds four or five years of deal contacts, it contains people who have since moved. Your own records will tell you how many.

How to build a champion tracking list from your CRM history

Three or more years of CRM history gives you an edge over a team that points a job-change tool at a generic contact list: you track only the people with proven affinity.

  1. Export contacts attached to deals, not all contacts. In HubSpot or Attio, pull every contact associated with a deal in the last three to five years, with the deal stage, close date, loss reason and the contact’s role on the deal.
  2. Keep won-deal champions and decision makers. If your team never filled in contact roles, use a proxy: the contacts with the most logged meetings and emails on each won deal.
  3. Add lost-deal champions, filtered by loss reason. Keep deals lost to timing, budget, “no decision” or a frozen project. Drop deals lost on product fit or to a competitor the buyer preferred, unless you’ve since fixed the reason.
  4. Add power users if your product data shows who used it most.
  5. Remove anyone you shouldn’t contact. That means anyone who opted out, anyone from an account that churned unhappily, and anyone who has asked not to be contacted. This step is not optional.
  6. Add a LinkedIn profile URL and the last known company to each record. Detection tools need both.
  7. Tag each record with its tier (won champion, lost champion, user), so scoring can weight them differently later.

Fictional company, for illustration only. Fynbos HR, a South African HR software company, has four years of HubSpot history. Of 1,860 contacts attached to deals, 388 held a champion or decision-maker role on 214 won deals, and 162 championed 131 deals lost to timing or budget. After opt-outs and unhappy churned accounts were removed, 503 people went onto the tracking list. A first check found 71 had changed jobs. Twenty-nine had moved to companies that match Fynbos HR’s ideal customer profile, 11 of those now hold roles that own HR software budgets, and 6 of those scored 10 or more on the move score below: that’s this month’s priority list. Eighteen of the 71 left current customers, which gave the customer success team 18 accounts to check for a new internal champion.

From list to priority calls
From a 503-person champion list to 6 priority calls this month Example data for Fynbos HR, a fictional South African HR software company with four years of HubSpot history. Of 1,860 contacts attached to deals, 388 held a champion or decision-maker role on 214 won deals and 162 championed 131 deals lost to timing or budget. After opt-outs and unhappy churned accounts were removed, 503 people went onto the tracking list. 71 had changed jobs. 29 had moved to companies that match the ideal customer profile. 11 of those now hold roles that own HR software budgets. 6 of those scored 10 or more on the move score: this month’s priority list. Separately, 18 of the 71 left current customers, giving customer success 18 accounts to check for a new internal champion.
From a 503-person champion list to 6 priority calls this month Example data for Fynbos HR, a fictional South African HR software company with four years of HubSpot history. Of 1,860 contacts attached to deals, 388 held a champion or decision-maker role on 214 won deals and 162 championed 131 deals lost to timing or budget. After opt-outs and unhappy churned accounts were removed, 503 people went onto the tracking list. 71 had changed jobs. 29 had moved to companies that match the ideal customer profile. 11 of those now hold roles that own HR software budgets. 6 of those scored 10 or more on the move score: this month’s priority list. Separately, 18 of the 71 left current customers, giving customer success 18 accounts to check for a new internal champion.

Of Fynbos HR's 503 tracked champions, 71 changed jobs and 6 scored 10 or more. 18 of the 71 left current customers, so customer success checks those accounts. Example data: Fynbos HR is fictional. About this data: Fynbos HR (fictional), for illustration only.

The last line of that example is the part most teams miss. Every champion who leaves a customer is also a retention risk at the account they left. On Winning by Design’s BowtieSource 5, that’s the right-hand side: impact and expansion after the sale. One job-change feed serves both new business and account management.

How do you find out a champion has moved?

There are four practical routes. Most teams start with the first and move to the second once the list passes a few hundred people.

Method How it works Best for Watch out for
LinkedIn Sales Navigator saved leads Save each champion as a lead. The “Lead changed jobs” alert fires when a saved lead moves to a new companySource 6. Lists under about 200 people; reps who already work in Sales Navigator Only saved leads are covered, the alerts sit with whichever rep saved them, and nothing reaches your CRM unless someone logs it
Clay job change signal Monitors a table of LinkedIn URLs against the last known company and flags mismatchesSource 7; results can be written back to the CRM Hundreds to thousands of contacts; teams that want the signal in the CRM Needs LinkedIn URLs on your records; each check uses credits, so check the cost before scheduling it weekly
A dedicated job-change tool The vendor tracks your contacts and pushes changes into the CRM Large contact bases and teams with no one to maintain a workflow Another subscription; test its coverage on South African contacts first
A manual quarterly check Someone checks the top 50 champions by hand Very small lists Doesn’t scale, and it’s the first task dropped in a busy quarter

Before you trust any automated source, run a coverage test. Take 50 people from your list whose current employer you already know, run them through the tool, and count how many it gets right. If it misses a large share of your South African contacts, you’ve learned that before your reps did.

How to score a champion move before anyone reaches out

A champion who joins a 12-person company outside your market is a good contact to keep, but not a deal. Score each move on four factors and let the total decide what happens next.

Factor 3 points 2 points 1 point 0 points
Fit of the new company (from your account scoring) Strong fit with your best customers n/a Partial fit No fit: stop here
Buying power of the new role Owns the budget for your category Influences the decision Uses the product No link to your category
Relationship strength Champion on a won deal, still a fan Champion on a deal lost to timing or budget User or occasional contact n/a
Time in the new role 1 to 3 months 4 to 12 months Under 1 month, or over a year n/a
  • 10 to 12 points: a rep gets a lead brief this month.
  • 7 to 9 points: warming first. Marketing puts the account into its content and ad audiences, and the rep engages with the person’s posts before any direct contact.
  • 6 or fewer: stays on the watch list and is rescored when something else changes.

Two routing rules sit on top of the score. If the new company is already your customer, the move goes to the account manager as an expansion lead, not to new business. If the champion left a current customer, the account they left goes to customer success the same week, whatever the score.

The score decides the route
The move score decides the route: 10 to 12 points gets a lead brief this month A 0 to 12 point scale for a champion move, from four factors worth up to 3 points each. 6 or fewer: stays on the watch list and is rescored when something else changes. 7 to 9: warming first; marketing adds the account to content and ad audiences and the rep engages with the person’s posts before any direct contact. 10 to 12, highlighted: a rep gets a lead brief this month.
The move score decides the route: 10 to 12 points gets a lead brief this month A 0 to 12 point scale for a champion move, from four factors worth up to 3 points each. 6 or fewer: stays on the watch list and is rescored when something else changes. 7 to 9: warming first; marketing adds the account to content and ad audiences and the rep engages with the person’s posts before any direct contact. 10 to 12, highlighted: a rep gets a lead brief this month.

10 to 12 points gets a lead brief this month, 7 to 9 goes to warming first, and 6 or fewer stays on the watch list. Two routing rules apply whatever the score.

The time bands are a starting point, not a law. Someone in their first month is still learning the job, so a short congratulations note fits better than a meeting request. After a year, the person has usually made their early decisions, so the opening is narrower. Check the bands against your own history after a quarter: if your won deals cluster at a different point, move the bands.

Turn the score into a brief your rep can use. The sales-ready lead brief template has a slot for the signal that fired, the history with the person and the first-call questions.

What a lead brief looks like for a job-change signal

A job-change lead is only warm if the rep knows the history. A brief that says “Thandi moved to Varnhollow Freight” wastes the signal. A brief that says what she bought, why, and what she’ll face in the new job gives the rep a reason to call. This is what a sales-ready lead brief looks like for this signal.

Fictional people and companies, for illustration only.

  • Who: Thandi M., new Head of People at Varnhollow Freight (started 9 weeks ago). Score 12/12 (fit 3, buying power 3, relationship 3, time in role 3).
  • The signal: job change, detected on 2 September. Previously HR Manager at a Fynbos HR customer for three years, and the internal champion on that deal.
  • Why now: Varnhollow Freight runs payroll and leave in spreadsheets (its open HR admin role asks for spreadsheet skills), and it has hired about 40 drivers this year.
  • History with us: she led the evaluation in 2023 and presented the business case to her finance director. She logged two support tickets in three years, both resolved.
  • Suggested angle: what she changed in her first year at the old company, and whether the same problem exists at Varnhollow Freight.
  • First-call questions (SPICED-style): How is leave approved today, and who chases it? What does a payroll error cost you in a busy month? Is there a date by which this has to be fixed, such as a new site opening?
  • Avoid: mentioning her former employer’s results or data. That’s their information, not yours to share.

The questions follow Winning by Design’s SPICED framework (Situation, Pain, Impact, Critical event, Decision). A moved champion often skips the “who are you” stage, so the first call can go straight to their situation in the new job.

A note on POPIA

General information, not legal advice. Tracking where a person works and contacting them involves their personal information, and South Africa’s Protection of Personal Information Act (POPIA) has rules on direct marketing. Before you run this play, read the Information Regulator’s guidance note on direct marketingSource 8 and take your approach to a legal adviser.

When champion tracking isn’t worth the effort

  • Under about a year of deal history, the list is too short to matter. Build the rest of your signal layer first.
  • If contact roles, loss reasons and LinkedIn URLs are missing from most deals, clean that data before you automate anything. A GTM Data Audit will tell you what’s usable.
  • If your product is bought once and rarely replaced, a moved champion is a referral source more than a new deal.
  • If nobody owns the follow-up, the alerts pile up unread. Name the person who triages the list each week before you switch on detection.

Sources

  1. UserGems (vendor research), New study reveals past customers can substantially boost revenue for B2B businesses (23 May 2023). Accessed 30 September 2026.
  2. UserGems (vendor research), Do past champions buy again on their own? (12 June 2023). Accessed 30 September 2026.
  3. 6sense (vendor research), 2025 B2B Buyer Experience Report (2025). Accessed 30 September 2026.
  4. US Bureau of Labor Statistics, Employee Tenure in 2026 (news release) (24 September 2026). Accessed 30 September 2026.
  5. Winning by Design, The Bowtie. Accessed 30 September 2026.
  6. LinkedIn Help, Sales Navigator alerts: overview. Accessed 30 September 2026.
  7. Clay University docs, Monitor for job changes. Accessed 30 September 2026.
  8. Information Regulator (South Africa), Guidance note on direct marketing in terms of POPIA (3 December 2024). Accessed 30 September 2026.
  9. Winning by Design, The SPICED framework. Accessed 30 September 2026.

Frequently asked questions

What is champion tracking?

Champion tracking means monitoring the people who backed your product in past deals, as buyers, near-buyers or heavy users, and flagging when one of them starts at a new company. The move becomes a warm lead at the new company and a retention check at the old one. It works best when the list comes from your own CRM history rather than a bought contact list.

How often should we check for job changes?

Monthly is enough for most sales teams, because the useful window runs for months, not days. Weekly checks make sense only when the list runs to several thousand people and someone reviews the alerts every week. Match the frequency to how often a person actually triages the list, and to the credit or licence cost of each check.

What should we say in the first message?

Start with the move, not the product. Congratulate the person, mention the project you worked on together, and ask one question about the new role. Save the business conversation for when they’ve had time to settle. In South Africa, check your approach with your legal adviser before the first message.

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