# Career Maps & Support

**URL:** https://stemaway.com/c/career-maps-support/541.md?page=1

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## [〔Hiring〕How Do I Coordinate Interviews with My Team?](https://stemaway.com/t/hiring-how-do-i-coordinate-interviews-with-my-team/16954)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/hiring-how-do-i-coordinate-interviews-with-my-team/16954 "2026-04-24T18:24:36Z")

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How Do I Coordinate Interviews with My Team? SPLIT QUESTIONS ACROSS INTERVIEWERS — NO OVERLAP, NO WASTED TIME When multiple people on your team are interviewing the same candidate, AIVIA can split the auto-generat…

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## [〔AIVIA〕How much does AIVIA cost?](https://stemaway.com/t/aivia-how-much-does-aivia-cost/16953)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/aivia-how-much-does-aivia-cost/16953 "2026-04-24T18:24:36Z")

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How Does Pricing Work? Simple pricing for hiring teams. Free for candidates. HIRING Search, Prescreen & Interview $49 / 6 months Search, prescreen, and interview. Build a talent pipeline you can hire from anyti…

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## [〔Hiring〕How Do I Build a Talent Pipeline?](https://stemaway.com/t/hiring-how-do-i-build-a-talent-pipeline/16952)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/hiring-how-do-i-build-a-talent-pipeline/16952 "2026-04-24T18:24:35Z")

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How Do I Build a Talent Pipeline? BE READY BEFORE THE ROLE OPENS A talent pipeline is for when you want pre-evaluated candidates ready before a role opens. No scrambling. No cold start. When headcount opens, your …

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## [〔Hiring〕How Do I Run a Cohort?](https://stemaway.com/t/hiring-how-do-i-run-a-cohort/16951)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/hiring-how-do-i-run-a-cohort/16951 "2026-04-24T18:24:34Z")

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How Do I Run a Cohort? EVALUATE, TRACK, AND DEVELOP YOUR TEAM Cohorts are for teams you’ve already built — interns you’ve hired, engineers you want to upskill, or any defined group you want to develop together. …

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## [〔Hiring〕What's in an AIVIA Evaluation Report?](https://stemaway.com/t/hiring-whats-in-an-aivia-evaluation-report/16950)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/hiring-whats-in-an-aivia-evaluation-report/16950 "2026-04-24T18:24:34Z")

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What’s in an AIVIA Evaluation Report? MORE THAN A FIRST-ROUND INTERVIEW — DELIVERED BEFORE YOU’VE MET THE CANDIDATE More than you’d get from a full first-round interview — delivered before you’ve spent a single mi…

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## [〔Hiring〕How Do I Search Pre-Evaluated Candidates?](https://stemaway.com/t/hiring-how-do-i-search-pre-evaluated-candidates/16949)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/hiring-how-do-i-search-pre-evaluated-candidates/16949 "2026-04-24T18:24:33Z")

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How Do I Search Pre-Evaluated Candidates? SOURCE FROM EVIDENCE, NOT RESUMES Stop sourcing from resumes. Start sourcing from evidence. Every candidate on AIVIA with an On Resume evaluation has been scored on rubri…

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## [〔Hiring〕How Do I Create a Custom Evaluation?](https://stemaway.com/t/hiring-how-do-i-create-a-custom-evaluation/16948)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/hiring-how-do-i-create-a-custom-evaluation/16948 "2026-04-24T18:24:33Z")

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How Do I Create a Custom Evaluation? TWO PATHS — FORK OR BUILD FROM SCRATCH Fork from the Open Library AIVIA maintains a library of scenario posts — case studies across domains and components. Browse the library,…

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## [〔AIVIA〕Badge Aggregation: How Badges Are Computed](https://stemaway.com/t/aivia-badge-aggregation-how-badges-are-computed/16947)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/aivia-badge-aggregation-how-badges-are-computed/16947 "2026-04-24T18:24:32Z")

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Badge Aggregation HOW INDIVIDUAL GRADES BECOME COMPONENT AND SUBDOMAIN BADGES Badges are the visual representation of aggregated grades across AIVIA’s taxonomy. They appear at three levels: component, subdomain, a…

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## [〔AIVIA〕Evaluation Rubric & Scoring](https://stemaway.com/t/aivia-evaluation-rubric-scoring/16946)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/aivia-evaluation-rubric-scoring/16946 "2026-04-24T18:24:31Z")

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Rubric & Scoring HOW EVALUATIONS ARE SCORED, FROM INDIVIDUAL ANSWERS TO FINAL GRADE 01 Rubric Dimensions Every evaluation scores answers on two types of rubric dimensions: Technical dimensions (3 visible + …

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## [〔Candidate〕What's the AI Career Assistant?](https://stemaway.com/t/candidate-whats-the-ai-career-assistant/16945)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/candidate-whats-the-ai-career-assistant/16945 "2026-04-24T18:24:31Z")

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What’s the AI Career Assistant? CAREER GUIDANCE GROUNDED IN YOUR ACTUAL RESULTS The AI Career Assistant is a chatbot on your AIVIA dashboard that gives career guidance based on your actual evaluation results. It’s…

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## [〔AIVIA〕Is it Really Free for Candidates?](https://stemaway.com/t/aivia-is-it-really-free-for-candidates/16944)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/aivia-is-it-really-free-for-candidates/16944 "2026-04-24T18:24:30Z")

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Is AIVIA Really Free for Candidates? YES. HERE’S WHAT THAT MEANS AND WHY. What’s Free Taking evaluations Receiving scored feedback and full reports Building your portfolio with badges and resume tags Using the 1…

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## [〔Candidate〕How Do I Build My Portfolio?](https://stemaway.com/t/candidate-how-do-i-build-my-portfolio/16943)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/candidate-how-do-i-build-my-portfolio/16943 "2026-04-24T18:24:30Z")

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How Do I Build My Portfolio? REPORTS, BADGES, TAGS, AND YOUR 1-CLICK RESUME Your AIVIA portfolio builds itself as you take evaluations. Every completed evaluation adds to your verified skill profile. It stays in y…

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## [〔Candidate〕What Do Employers See?](https://stemaway.com/t/candidate-what-do-employers-see/16942)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/candidate-what-do-employers-see/16942 "2026-04-24T18:24:29Z")

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What Do Employers See? VISIBILITY, DISCOVERY, AND CONTROL Employers on AIVIA see the full evaluation report for any evaluation you’ve toggled “On resume.” Nothing more, nothing less. What’s Visible When On R…

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## [〔Candidate〕What's in My Evaluation Report?](https://stemaway.com/t/candidate-whats-in-my-evaluation-report/16941)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/candidate-whats-in-my-evaluation-report/16941 "2026-04-24T18:24:28Z")

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What’s in My Evaluation Report? WHAT YOU GET, WHO SEES IT, AND WHAT TO DO WITH IT Your AIVIA report explains your performance, not just scores it. Report Sections Performance summary. A plain-language overvi…

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## [〔Candidate〕How Does AIVIA Evaluate Me?](https://stemaway.com/t/candidate-how-does-aivia-evaluate-me/16940)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 6:24pm UTC](https://stemaway.com/t/candidate-how-does-aivia-evaluate-me/16940 "2026-04-24T18:24:28Z")

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How Does AIVIA Evaluate Me? STRUCTURE, SCORING, AND HOW TO PREPARE AIVIA evaluates how you reason through realistic technical problems in your chosen domain. Not what you can memorize, not what your resume claims …

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## [〔Launch Offers〕Be Among the First](https://stemaway.com/t/launch-offers-be-among-the-first/16939)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 5:50pm UTC](https://stemaway.com/t/launch-offers-be-among-the-first/16939 "2026-04-24T17:50:37Z")

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Be Among the First AIVIA is opening early access to Universal Search — search across people, labs, papers, repositories, datasets and job postings by the technical work they involve, not just the keywords they use. W…

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## [〔AIVIA〕 Resume Tags: What If Employers Could Search for How You Think?](https://stemaway.com/t/aivia-resume-tags-what-if-employers-could-search-for-how-you-think/16938)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 5:15pm UTC](https://stemaway.com/t/aivia-resume-tags-what-if-employers-could-search-for-how-you-think/16938 "2026-04-24T17:15:43Z")

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Resume Tags VERIFIED LABELS EARNED THROUGH EVALUATIONS Most resumes describe skills. AIVIA tags prove them. Resume tags are verified labels earned through evaluations — not self-declared, not endorsed by a connec…

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## [〔Candidate〕 Profile, Account & Data](https://stemaway.com/t/candidate-profile-account-data/16937)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 5:11pm UTC](https://stemaway.com/t/candidate-profile-account-data/16937 "2026-04-24T17:11:58Z")

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Candidate Profile, Account & Data WHAT YOU CONTROL AND HOW IT WORKS 01 Your Account AIVIA runs on the STEM-Away platform. A STEM-Away account is an AIVIA account — same login, same profile, no separate registr…

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## [〔AIVIA〕 Evaluation Domains](https://stemaway.com/t/aivia-evaluation-domains/16936)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 5:07pm UTC](https://stemaway.com/t/aivia-evaluation-domains/16936 "2026-04-24T17:07:46Z")

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AIVIA Evaluation Domains WHAT’S LIVE, WHAT’S COMING, AND HOW DOMAINS ARE CHOSEN 01 Current Domains AIVIA’s evaluation domains map to the major areas of technical work where reasoning-based evaluation matters m…

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## [〔AIVIA〕 Evaluations: Additional Mechanics](https://stemaway.com/t/aivia-evaluations-additional-mechanics/16935)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 24, 2026, 4:57pm UTC](https://stemaway.com/t/aivia-evaluations-additional-mechanics/16935 "2026-04-24T16:57:56Z")

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Evaluation Mechanics HOW AIVIA EVALUATIONS WORK UNDER THE HOOD 01 Retakes: How Second Attempts Work Every evaluation on AIVIA allows two attempts. The second attempt is available immediately — there is no cool…

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## [〔Quick Start〕 For hiring and career tools](https://stemaway.com/t/quick-start-for-hiring-and-career-tools/16761)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 22, 2026, 7:00am UTC](https://stemaway.com/t/quick-start-for-hiring-and-career-tools/16761 "2026-04-22T07:00:00Z")

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AIVIA Quick Start CAREER, HIRING, AND ACADEMIA TOOLS, IN ONE PLATFORM AIVIA indexes more than 1,000 AI labs, research artifacts, and job postings by the technical components they involve. Candidates map their work a…

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## [〔AIVIA〕 The Context Pack: How Evaluations Get Their Focus](https://stemaway.com/t/aivia-the-context-pack-how-evaluations-get-their-focus/16904)

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**Author:** [@stemaway](https://stemaway.com/u/stemaway)\
**Replies:** 0\
**Last updated:** [April 21, 2026, 4:50pm UTC](https://stemaway.com/t/aivia-the-context-pack-how-evaluations-get-their-focus/16904 "2026-04-21T16:50:31Z")

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The AIVIA Context Pack The configuration layer that gives every evaluation its focus AIVIA’s evaluator is dynamic — it adapts to every candidate’s responses in real time. The Context Pack is what gives that dynami…

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