Runs the real matching engine in your browser against synthetic fixtures. Pick a need, inspect why each tutor ranks where they do, and move the weights to see the ranking change live.
Synthetic data, safe demo mode. Every tutor and student here is invented for this benchmark — no real people, no real bookings, no real payments, no external side effects. Ranking runs entirely in your browser against committed fixtures. The runnable harness lives in benchmarks/edumatch.
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match explorer
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Ranked (3) — Secondary math, evenings, in person
#1 Birchwood Ivy Verified0.980· $46/hr
Distance0.97 × 0.30
1.6 km from student — contributes 0.291
Subject1.00 × 0.25
teaches Math among 2 subject(s) — contributes 0.250
Level1.00 × 0.15
covers secondary and other levels — contributes 0.150
Rating0.94 × 0.20
4.8★ over 50 review(s), damped to 4.73 — contributes 0.189
Verified1.00 × 0.10
identity and credentials verified — contributes 0.100
#2 Rowan Ash Verified0.967· $40/hr
Distance0.94 × 0.30
3.1 km from student — contributes 0.281
Subject1.00 × 0.25
teaches Math among 2 subject(s) — contributes 0.250
Level1.00 × 0.15
covers secondary and other levels — contributes 0.150
Rating0.93 × 0.20
4.8★ over 40 review(s), damped to 4.66 — contributes 0.186
Verified1.00 × 0.10
identity and credentials verified — contributes 0.100
#3 Fern Hazel Verified0.967· $40/hr
Distance0.94 × 0.30
3.1 km from student — contributes 0.281
Subject1.00 × 0.25
teaches Math among 2 subject(s) — contributes 0.250
Level1.00 × 0.15
covers secondary and other levels — contributes 0.150
Rating0.93 × 0.20
4.8★ over 40 review(s), damped to 4.66 — contributes 0.186
Verified1.00 × 0.10
identity and credentials verified — contributes 0.100
Excluded (9)
Sage Birch
no overlapping availability slotdoes not teach in person
Elm Cedar
does not teach Math86.5 km away, outside the 15 km service radius
Juniper Larch
does not teach Mathno overlapping availability slotdoes not teach in person
Willow Maple
does not teach Mathno overlapping availability slot
Aspen Oak
does not teach at secondary levelno overlapping availability slotdoes not teach in person
Cypress Pine
does not teach Mathno overlapping availability slot
Reed Sorrel
does not teach Math
Thistle Bramble
does not teach Mathno shared languageno overlapping availability slot
Hazel Poplar
does not teach at secondary levelno overlapping availability slotdoes not teach in person