Hiring Scorecard Builder, by The Kas Group
Build a hiring scorecard before the first interview
Direct answer
A hiring scorecard defines the outcomes, skills and interview questions for a role before you interview anyone. Paste a job description below to build one with per-competency questions, a clear “what a 5 looks like” anchor, must-haves and reference checks. Pair it with AE interview questions and the cost of a bad hire when the seat is sales or GTM.
0 / 12,000 characters. Pasted text is sent to an AI provider to build the scorecard and is not stored by us. An optional email goes to The Kas Group and is used to follow up.
What a good hiring scorecard includes
- Mission: one sentence on why the seat exists.
- Outcomes at 90 days, 6 months and 12 months.
- Competencies rated 1 to 5, each with questions that test it, what a 5 looks like, an optional 3 bar, and red flags.
- A short list of additional interview questions for motivation, culture and logistics.
- Must-haves versus nice-to-haves.
- Reference-check questions for the same competencies.
Worked example (Account Executive)
From a sample Account Executive run of this tool. Trimmed for the page. Not a real open role.
Role: Account Executive, Mid-Market B2B SaaS
Mission: Drive revenue growth by selling our SaaS platform to VP Sales in mid-market companies.
90 day outcomes
- Close first deal
- Ramp up to quota ownership
Sample competency: Hunting and Prospecting
What a 5 looks like: Consistently identifies and engages high-value prospects. Demonstrates a strategic approach to outbound campaigns.
What a 3 looks like: Actively uses outbound channels but may need guidance on targeting.
Red flags: Relies solely on inbound leads.
Questions for this competency:
- Can you describe your most successful outbound campaign and why it worked?
- How do you identify and prioritize target accounts?
Built with The Kas Group · sample AE run · Scorecard ID: example-ae-001
Frequently Asked Questions
What is a hiring scorecard?
A hiring scorecard defines the mission, outcomes, competencies and interview questions for a role before you interview anyone. Each competency has questions that test it, a clear picture of what a 5 looks like, and red flags, so every candidate is rated on the same 1 to 5 scale.
How do you build a hiring scorecard for a sales role?
Start with the mission and the outcomes at 90 days, 6 months and 12 months. Add competencies that cover quota ownership, ramp, deal motion and discovery. Put 1 to 2 questions under each competency, write what a 5 looks like in concrete behaviors, and keep a short list of additional cross-cutting questions.
How many competencies should a scorecard have?
Four to six is enough for most seats. Fewer and you miss signal. More and the panel spends the interview on process instead of judgment.
How do you rate candidates fairly?
Write what a 5 looks like and the red flags before the first interview. Ask the competency questions of every candidate. Score each competency 1 to 5 with notes, then compare the cards, not the vibes.
Does this tool store my job description?
No. Pasted text is sent to an AI provider to build the scorecard and is not stored by us. An optional email goes to The Kas Group and is used to follow up.
Can I use this for AI or data roles?
Yes. When the role looks like AI, data or ML, the scorecard adds sections for technical depth, evaluation approach and tooling, on top of the standard mission, outcomes and per-competency questions.