The pipeline reduces per-chart software labor from about two hours of manual Fusion 360 modeling to under 60 ms¶
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Evidence · 1 study · designr2·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person · recheck by 2029: tool and model accuracy changes quickly
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? Replacing manual CAD modeling with the pipeline reduces software-side labor per chart by approximately four orders of magnitude. → Lawrence Obiuwevwi 2026
Evidence¶
Lawrence Obiuwevwi 2026¶
Lawrence Obiuwevwi, Krzysztof J. Rechowicz, Jessica M. Johnson, Erika Frydenlund, Vikas Ashok, Sachin Shetty, & Sampath Jayarathna. (2026). Touching and Feeling the Data: A Reusable Software Pipeline for Tactile Statistical Graphs in Accessible Education. arXiv. https://arxiv.org/abs/2607.01214 doi:10.48550/arxiv.2607.01214
q2 · i? · design · r2
Workflow comparison reported in Results Section B: the baseline was approximately two hours of Fusion 360 modeling per chart, observed in the authors' engagement with one statistics course; the pipeline runs in under 60 ms on-device, excluding the vision API round-trip.
"The baseline workflow required approximately two hours of Fusion 360 modeling per chart. The pipeline reduces this to under 60 ms on-device (excluding vision API round-trip), a reduction of approximately four orders of magnitude in software-side labor."
Discussion¶
Related Claims¶
- The pipeline generates print-ready binary STL files for all five chart types in under 60 ms on a 150×150 mm plate — related
- In a one-year PBL deployment, the AI-assisted pipeline was associated with instructor preparation time falling from an average of eight hours to two hours per instruction (an estimated 75% reduction). — a broader claim this one bears on
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
tactile-pipeline-labor-reduction-four-orders |
title |
The pipeline reduces per-chart software labor from about two hours of manual Fusion 360 modeling to under 60 ms |
description |
The pipeline reduces per-chart software labor from about two hours of manual Fusion 360 modeling to under 60 ms |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
recheck_by |
2029 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — lawrence-obiuwevwi-2026 |
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