Aivyns
AS
Outcome Intelligence

Is your effort actually translating into career growth?

Flat curve. Almost always means input is high but output (shipped proof) is missing — fix the output side first.

Forming · 30/100
stagnating · +0 pts / 30d
Current employability
0/100
Explorer

Employability evolution

Rolling readiness across the last 8 weeks.

+0 pts
Top growth driver
Project work in your portfolio
Biggest drag
Thin practical project exposure

Readiness trajectory

Projected over the next 12 weeks.

Stagnation risk: elevated
  • Practical exposure is your biggest readiness blocker — one shipped project changes the curve.
  • You're flat — switch from passive learning to producing something interview-ready.

Real-world readiness

Six pillars recruiters actually screen for.

Interview Readiness
0
Interviewers will see hesitation on basics. Volume of timed reps — not new topics — closes this fast.
Next lever: Complete 2 timed assessments at full duration this week — no pauses, no lookups.
Practical Readiness
0
Largely theoretical right now. Hiring managers screen out 'studied it' and screen in 'shipped it'.
Next lever: Ship one end-to-end mini project with a real README and a public link — that single artifact outweighs 10 tutorials.
Portfolio Readiness
0
Recruiters need something to click. Right now there's no link, no case study, no shipped artifact.
Next lever: Upload a draft resume — even rough — so ATS scoring and portfolio signals turn on.
Communication Readiness
0
Largely untested. Most rejections at offer stage cite 'couldn't explain their own project', not skill gaps.
Next lever: Write a 150-word summary of your last project: problem, approach, what you'd do differently.
Execution Readiness
0
Inconsistent cadence reads as low ownership to hiring managers. One small action today resets the signal.
Next lever: Log any activity today — even 10 minutes. The streak signal itself is what compounds.
Industry Alignment
8
Low alignment to a defined market role. Generic skill lists rarely convert — anchor to one role to compound signal.
Next lever: Pick a target role from Career Explorer — without it, every recommendation stays 20-30% less effective.

Effort vs impact

Where your time is actually moving readiness.

Projects: One shipped project moves readiness more than five completed courses — recruiters weight artifacts, not hours.
Assessments: Assessments validate fundamentals fast, but they plateau without applied work to back the scores.
Consistency: Daily cadence beats weekend marathons — your activity timeline is what hiring managers actually skim.
Skills: Skill breadth signals range, but every claimed skill needs one piece of evidence — otherwise it's noise.

Industry alignment

vs your target role

3
overall alignment
exploring
StrongestIndustry Alignment
WeakestExecution Readiness
Pick a target role

Career risk detection

  • Readiness growth has slowed
    watch
    Flat 30-day employability typically means you've shifted into passive learning — input is high, output is missing. Hiring managers can't shortlist on input.
    Recovery: Pick one applied project from your roadmap and ship a v1 within 7 days — even a small public artifact restarts the curve.
  • Practical exposure is thin
    high
    In real screening, recruiters spend ~30 seconds looking for proof a candidate can apply, not just describe, their skills. A thin portfolio is the #1 reason qualified students get filtered before round 1.
    Recovery: Add one documented mini-project: clear problem statement, approach, outcome with numbers, and a public link. One real artifact beats five tutorials.
  • Practice cadence is inconsistent
    watch
    Activity timelines are increasingly used in hiring — gaps over 14 days read as low ownership. Streaks under 3 days also correlate with 40% slower skill retention.
    Recovery: Block a 15-minute daily slot this week — same time, same place. The streak signal itself is what compounds, not the duration.
  • Fundamentals not yet validated
    watch
    With fewer than 3 completed assessments, no one — including you — can credibly tell what you actually know versus what you've read. Hiring teams require validated baselines before technical rounds.
    Recovery: Complete 2 baseline assessments in your target area this week — pick the closest to a real role you'd apply for.
  • Resume not on file
    info
    Without a resume, ATS scoring is off, recruiter search can't match you, and your portfolio readiness is artificially capped — three downstream losses from one missing input.
    Recovery: Upload any draft — even a single-page Word doc. You'll get an ATS score and concrete rewrites within minutes.
  • No anchored target role
    high
    Without a defined role, every skill, project, and assessment recommendation falls back to generic baselines — typically 25-30% less useful. Industry alignment can't be measured against a target that doesn't exist.
    Recovery: Pick a target role from Career Explorer — you can change it anytime. Most students refine their choice 1–2 times in the first 90 days.

Milestone impact

Complete your first action — the system will start attributing real growth.

AI progression analysis

slowing
Forming

Flat curve. Almost always means input is high but output (shipped proof) is missing — fix the output side first.

  • Input (learning) is high, but output (proof) is the missing lever — recruiters can only evaluate output.
  • Move one item from your roadmap into 'shipped this week' — pick the smallest, not the most ambitious.
  • Drop one course in favour of one build — hours spent on proof outperform hours spent on prep at this stage.
Too little signal to confidently project outcomes. First baseline assessments + one shipped artifact will sharpen everything fast.