Tipstyrs Methodology
What the Candidate Experience Score Measures
The Tipstyrs Candidate Experience Score (CXS) is a 0–100 score designed to measure the quality of a company's reported hiring process.
It evaluates how candidates were treated during the process, not whether they received an offer.
A company can reject a candidate and still earn an excellent score.
A company can make an offer and still receive a poor score if the hiring process was unnecessarily confusing, burdensome, poorly communicated, or left candidates without closure.
The Six Dimensions
CXS is currently based on six weighted dimensions.
1. Communication — 25%
Measures how consistently the company communicated with candidates throughout the hiring process.
Signals may include:
- Whether candidates received expected updates
- Whether communication occurred when promised
- Candidate ratings of communication quality
- Whether candidates understood next steps
Communication receives the largest weighting because uncertainty and lack of follow-through are among the most consequential parts of the candidate experience.
2. Process Transparency — 20%
Measures how clearly candidates understood what they were entering.
Signals may include:
- Whether compensation was disclosed
- Whether the expected hiring process was explained
- Whether candidates understood the number of stages
- Whether assessments or other requirements were communicated in advance
Transparency allows candidates to make informed decisions about investing their time.
3. Candidate Effort — 15%
Measures the amount of effort required from candidates relative to the opportunity.
Signals may include:
- Number of interview rounds
- Number of interviewers
- Assignments
- Case studies
- Presentations
- Work samples
- Time required for unpaid assessments
A longer process is not automatically a poor process.
Over time, Tipstyrs intends to benchmark candidate effort by factors such as job seniority, function, geography, and industry.
4. Process Efficiency — 15%
Measures how efficiently the hiring process moved from application through final disposition.
Signals may include:
- Total process duration
- Time between interview stages
- Time to final decision
Senior and executive roles may reasonably require longer processes than entry-level roles. As the Tipstyrs dataset grows, efficiency benchmarks may increasingly reflect comparable role types.
5. Closure & Follow-Through — 15%
Measures whether the company provided candidates with a clear conclusion.
A candidate receives full closure credit when the company provides a definitive outcome, including:
- Offer
- Rejection
- Notification that the role was closed
- Other clear final disposition
A rejection receives the same closure credit as an offer.
The purpose of this dimension is not to reward companies for hiring candidates.
It rewards companies for finishing the process professionally.
6. Candidate Sentiment — 10%
Measures the candidate's overall perception of the process.
Signals may include:
- Overall candidate-experience rating
- Whether the candidate would apply again
- Whether the candidate would recommend the company to another applicant
Sentiment receives a lower weighting than behavioral metrics because Tipstyrs is designed to emphasize what occurred during the hiring process rather than relying solely on subjective ratings.
Score Calculation
Each eligible candidate submission is converted into a normalized Candidate Experience Score from 0 to 100.
Current weighting:
- Communication: 25%
- Process Transparency: 20%
- Candidate Effort: 15%
- Process Efficiency: 15%
- Closure & Follow-Through: 15%
- Candidate Sentiment: 10%
Total: 100%
Company-level scores are calculated from eligible candidate submissions associated with that company.
Tipstyrs may update its methodology as the dataset grows and we learn more about what constitutes reasonable hiring practices across different roles, industries, and seniority levels.
Sample Size
Tipstyrs does not publish a full company score based on a single candidate experience.
Current publication framework:
1–4 qualifying reports
Insufficient data to publish a score.
5–9 qualifying reports
Early Signal. Results should be interpreted cautiously because the sample size remains small.
10–24 qualifying reports
Emerging Score. More representative, but still subject to movement as additional data is collected.
25+ qualifying reports
Candidate Experience Score. Represents a stronger body of candidate experience data.
Tipstyrs may modify these thresholds as the platform and dataset grow.
Whenever possible, Tipstyrs will display the number of reports supporting a score.
Recency
Hiring organizations change.
Recruiting leadership changes. Processes change. Systems change. Company conditions change.
For that reason, recent candidate experiences may receive greater weight than older experiences.
Tipstyrs may also display metrics such as:
Based on 47 candidate reports, including 31 submitted within the last 12 months.
As sufficient data becomes available, older experiences may receive reduced weighting or be excluded from current company scores.
What Tipstyrs Means by "Ghosting"
"Ghosting" is a commonly used term but can be subjective.
Tipstyrs therefore attempts to measure it using observable conditions rather than simply asking candidates whether they felt ghosted.
For Tipstyrs purposes, candidate ghosting generally refers to a hiring process in which a candidate has meaningfully participated in the interview process but receives no final disposition or substantive communication within a defined period after the final interview, promised response date, or last meaningful interaction.
For the initial methodology, Tipstyrs may classify a candidate as receiving no final disposition when:
- The candidate completed at least one meaningful interview; and
- The employer did not communicate an offer, rejection, closure of the position, next step, or meaningful status update; and
- At least 21 days have passed since the latest of:
- The final interview
- A promised response date
- The last meaningful communication from the employer
Automated application acknowledgments and generic marketing emails do not count as meaningful hiring-process communication.
Candidates whose hiring process is still reasonably active are not classified as ghosted.
Candidates who voluntarily withdrew are also excluded from the ghosting calculation.
Tipstyrs may adjust this definition as more data becomes available.
Why We Use 21 Days
Hiring processes vary considerably.
A short threshold risks classifying slow processes as ghosting when the company is still actively making a decision.
A very long threshold understates the candidate impact of receiving no response.
The initial 21-day threshold is intended to provide a consistent and reasonably conservative standard.
As Tipstyrs accumulates more data, we may develop role-specific or process-specific benchmarks.
Offers and Rejections
Tipstyrs does not treat an offer as automatically positive or a rejection as automatically negative.
For example:
Candidate A
Receives a rejection after:
- Three interviews
- Clear salary disclosure
- Consistent communication
- A 16-day process
- A personal final response
This may produce a strong Candidate Experience Score.
Candidate B
Receives an offer after:
- Eight interviews
- An unpaid ten-hour presentation
- No salary transparency
- Months of unexplained delays
- Poor communication
This may produce a significantly lower score.
The score evaluates the process, not the employment outcome.
Role and Seniority Benchmarking
Hiring expectations differ by role.
Six interviews may be reasonable for a C-suite executive search but excessive for some entry-level positions.
As the Tipstyrs dataset becomes large enough, we intend to benchmark companies against comparable hiring processes using factors such as:
- Seniority
- Job function
- Industry
- Geography
- Company size
- Hiring type
- Time period
This will allow Tipstyrs to move from simple absolute measures toward more meaningful comparative benchmarks.
Company-Level Differences
A company's overall score may not represent every team within the organization.
Hiring experiences can differ between:
- Departments
- Locations
- Business units
- Job families
- Seniority levels
- Recruiters
- Hiring managers
Where sufficient data exists, Tipstyrs may provide segmented views to help candidates understand these differences.
Data Integrity
Tipstyrs may use automated and manual controls designed to identify:
- Duplicate submissions
- Suspicious submission patterns
- Coordinated score manipulation
- Fraudulent experiences
- Employer self-promotion
- Competitor manipulation
- Automated submissions
Candidate experiences are published anonymously, but anonymity does not prevent Tipstyrs from using internal signals to protect the integrity of the dataset.
Tipstyrs may exclude submissions from scoring when their authenticity or reliability cannot reasonably be established.
Verified Experiences
Tipstyrs may introduce optional candidate verification.
A verified experience would indicate that Tipstyrs received additional evidence supporting the candidate's participation in the hiring process.
Verification would not mean Tipstyrs independently confirmed every statement in the submission.
Candidate identity would remain unpublished.
Methodology Changes
Tipstyrs is an evolving platform.
As the dataset grows, we expect to improve:
- Weightings
- Benchmarks
- Recency calculations
- Fraud detection
- Role normalization
- Confidence indicators
- Ghosting definitions
- Company segmentation
When material methodology changes are made, Tipstyrs will update this page.
Our objective is simple:
Turn individual candidate experiences into credible, useful information that helps people know what they are getting into before they apply.