Course overview
Candidates have always prepared for interviews. What has changed is how easy it has become to produce a polished resume, a well-written application and a confident interview answer.
That does not make those signals useless. It does mean hiring managers need to be much better at getting beyond presentation and gathering evidence they can actually use to make a decision. This course is built around that skill.
Across five live sessions, you will take a role you hire for, or a realistic supplied role, and turn it into clear, observable criteria. You will design a practical assessment, practice probing beyond polished answers, score evidence against defined standards and work through how to make a hiring decision you can explain and defend.
You will spend a significant part of the course interviewing, evaluating and making decisions rather than simply discussing interview techniques.
AI may help candidates prepare and may also support parts of your own hiring workflow. The course does not try to prevent either. The focus is on strengthening the human judgment required to decide whether the evidence in front of you genuinely supports a hiring decision.
This is not employment-law training or a course about recruitment software or AI screening products.
It is practical training for people who have to make good hiring decisions.
What you can do after this course
- Get better evidence from interviews: Learn how to move beyond polished answers and uncover the examples, decisions and details that actually help you assess a candidate.
- Build stronger assessments: Design work samples and interview tasks that test the capability you genuinely need rather than rewarding presentation alone.
- Make your scoring more consistent: Use clear rating anchors so your decisions are based on evidence rather than an unexplained gut feeling.
- Handle harder interview situations: Practice what to do when a candidate gives a vague answer, an overly rehearsed response, takes credit for team work or presents poorly despite strong underlying evidence.
- Make decisions you can explain: Leave with a practical process for moving from interview evidence to a clear, defensible hire or no-hire decision.
What the course covers
Session dates and times reflect the timezone you choose when booking.
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Session 1 What Counts as Evidence 4:00 PM UTC, 2 hr +
- Evidence Reliability: Understand why some traditional hiring signals are becoming less reliable when used on their own.
- Claims vs Evidence: Distinguish between a claim, an example and observable evidence.
- Assessable Criteria: Translate a job description into criteria you can actually assess.
- Role Judgment & Behaviors: Identify the judgment and behaviors that matter in the role.
- Avoid Vague Attributes: Replace broad labels such as “culture fit” or “strong communicator” with criteria you can observe and assess.
Live Activity: Choose a role, your own or a supplied role and build a Role-to-Evidence Criteria Set. The activity challenges each criterion by asking what you would actually need to observe before confidently deciding the candidate meets it.
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Session 2 Designing Assessments That Produce Useful Signal 4:00 PM UTC, 2 hr +
- Work-Sample Value: Decide when a work sample adds useful evidence beyond interview answers.
- Job Relevance: Design an assessment that reflects capability genuinely required in the role.
- Signal over Polish: Avoid assessment designs that reward presentation more than capability.
- AI-Aware Assessment Design: Design tasks that remain useful when candidates may legitimately use AI.
- Proportionate Assessment: Keep the amount of assessment reasonable for the seniority and importance of the role.
Live Activity: Design a work sample against the evidence criteria, then challenge the design from the candidate’s perspective: what could be shortcut, outsourced or completed without demonstrating the capability you actually need to assess?
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Session 3 Probing Beyond the Polished Answer 4:00 PM UTC, 2 hr +
- From Claim to Example: Move from a broad claim to a specific example that can be assessed.
- Decisions, Actions & Trade-offs: Probe what the candidate decided, did and had to work through.
- Evidence Verification in the Interview: Recognize when an answer sounds strong but remains difficult to verify from the interview evidence.
- Follow-Up Balance: Use follow-up questions without turning the interview into an interrogation.
- Anchored Scoring: Connect what you heard to the criteria and rating anchors defined for the role.
Live Activity: Take part in live interview practice against polished but incomplete answers. Probe for stronger evidence, receive feedback, revisit key moments and then score the evidence against the interview anchors.
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Session 4 Leading the Change in Practice 4:00 PM UTC, 2 hr +
- Poor Interview vs Strong Evidence: Assess the candidate who presents poorly but may still provide strong underlying evidence.
- Team Contribution vs Individual Ownership: Separate what the candidate personally did from work largely completed by a team.
- Persistent Vagueness: Respond when an answer remains vague despite follow-up questions.
- Prepared Responses: Handle candidates who are highly rehearsed for predictable interview questions.
- Probe or Move On: Judge when another follow-up is useful and when it is time to move on.
- Concern vs Preference: Separate genuine job-relevant concerns from personal preference or bias.
Live Activity: Work through increasingly difficult interview scenarios. Some can use live role-play; others can use recorded or written candidate evidence that must be evaluated and scored. Different interpretations can then become a calibration discussion.
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Session 5 Calibration, Verification & the Hiring Decision 4:00 PM UTC, 2 hr +
- Scoring Differences: Understand why reasonable interviewers can score the same evidence differently.
- Resolve Disagreement: Surface and work through differences in scoring before the hiring decision.
- Evidence Verification: Decide what evidence warrants further validation within the organization’s approved hiring process.
- Decision Ownership: Retain ownership of the judgment when a recruitment system or AI tool has already ranked candidates.
- Decision Documentation: Record the evidence and reasoning behind the final hire or no-hire decision.
Live Activity: Score a shared set of evidence, compare reasoning, resolve important scoring differences, consider any approved verification needed and then make and defend a final hire or no-hire decision.
Who this course is for
- Hiring managers and team leads who interview candidates as part of their role.
- Heads of department and functional directors who participate in hiring panels.
- Talent acquisition specialists and in-house recruiters.
- Agency recruiters and search consultants.
- Founders and business owners who make hiring decisions without a dedicated HR team.
What you'll take away
- Perpetual access to all session recordings
- Training slide deck in PDF format
- Certificate of Completion with a unique verifiable certificate ID
- Verifiable LinkedIn Skills Badge
- Role-to-Evidence Criteria Worksheet
- Work Sample Design Kit
- Evidence-Probing Question Guide
- Anchored Interview Scorecard
- Panel Calibration Protocol
- Evidence Verification Guide
- Hiring Decision Record
What you'll need to take part
- Laptop or desktop computer with working webcam and microphone
- Latest Zoom application installed and tested
- Reliable internet connection
- A role to work on through the exercises: either one you currently hire for, or a realistic supplied role. Both routes are used in full throughout the course
- Willingness to take part in live interview practice and receive direct feedback
- No HR background required
- No previous structured-interview training required
How the course is taught
The UpskAill Training Standard
Our cohorts follow a live, practice-first approach designed to build genuine capability, not passive knowledge:
- Live & Interactive: Every session is live and instructor-led, no pre-recorded videos. You engage directly with an expert and your peers in real time.
- Learn by Doing: Roughly two-thirds of every cohort is hands-on. You apply concepts to real scenarios, often your own work, and leave each session with something practical, not just notes.
- Judgement Over Checklists: We teach you to think, not just follow steps. In a fast-moving AI landscape, durable judgement matters more than any single tactic that may be outdated next quarter.
- Capped Cohorts: Every cohort is limited to 15 seats, so you get genuine personal attention, peer learning, and space to work through your own questions.
- Resources You Keep: You leave with session recordings, practical toolkits, and templates you can use long after the cohort ends.
- Credentials You Can Prove: Every participant earns a Certificate of Completion and a LinkedIn badge, each carrying a unique ID that can be independently verified on the UpskAill website.
Who teaches it
Travis Janko
25+ years leading sales teams and hiring, developing, and coaching high-performing talent across high-growth companies. After that the last 10 years CEO of GSD Coach & Recruiting.
Travis Janko is CEO and Co-Founder of GSD Coach & Recruiting. He spent more than 25 years in sales and sales leadership before building GSD Coach & Recruiting over 10 years ago, where he works primarily with founder-led SaaS companies on hiring, sales leadership, and building high-performing teams.
Travis has personally hired more than 500 people and brings an operator’s perspective to recruiting and talent assessment. He also leads practical workshops for founders, executives, sales leaders, and hiring managers focused on building better hiring processes, interviewing effectively, and making stronger hiring decisions.
Credibility highlights
- Personally hired more than 500 people throughout his career.
- 10+ years helping companies recruit and build high-performing teams.
- 25+ years of sales and sales leadership experience.
- Led sales teams through companies acquired for $317M and $3.5B.