The latest articles on DEV Community by Bilal Iftikhar (@bilal_iftikhar_cf3cfa6901). https://dev.to/bilal_iftikhar_cf3cfa6901 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4092179%2F3be4ee30-2173-4148-b098-27baa563306e.png https://dev.to/bilal_iftikhar_cf3cfa6901 en Bilal Iftikhar Mon, 24 Aug 2026 15:54:46 +0000 https://dev.to/bilal_iftikhar_cf3cfa6901/we-open-sourced-449-real-equipment-financing-quotes-so-nobody-has-to-trust-our-math-5ghn https://dev.to/bilal_iftikhar_cf3cfa6901/we-open-sourced-449-real-equipment-financing-quotes-so-nobody-has-to-trust-our-math-5ghn <h1> We open-sourced 449 real equipment financing quotes so nobody has to trust our math </h1> <p>Commercial equipment financing sites are almost always a black box: you land on a page, see a monthly payment, and have no way to check how that number was actually derived. The APR is picked out of thin air, the "starting at" price is aspirational, and the amortization math is never shown.</p> <p>We built <a href="https://www.equipmentcapitalindex.com" rel="noopener noreferrer">Equipment Capital Index</a> to do the opposite — every page shows the real per-machine price, the actual amortization schedule, and now we've published the whole underlying dataset so anyone can verify or build on it.</p> <h2> What's actually in the dataset </h2> <p><a href="https://github.com/bilaliftikhar2430-ux/equipment-financing-rate-data" rel="noopener noreferrer"><code>equipment-financing-rate-data</code></a> is a CC BY 4.0 dataset of aggregate financing benchmarks computed from <strong>449 individually priced, real machines</strong> — construction equipment, ag machinery, trucking fleet, power equipment, and material handling gear. No survey estimates, no fabricated averages.</p> <p>Current live snapshot:</p> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Category</th> <th>Machines tracked</th> <th>Avg APR</th> <th>Avg est. monthly payment</th> </tr> </thead> <tbody> <tr> <td>Heavy Construction</td> <td>222</td> <td>8.25%</td> <td>$3,272</td> </tr> <tr> <td>Agriculture</td> <td>84</td> <td>7.75%</td> <td>$4,411</td> </tr> <tr> <td>Trucking Fleet</td> <td>63</td> <td>8.00%</td> <td>$2,501</td> </tr> <tr> <td>Power Equipment</td> <td>44</td> <td>8.50%</td> <td>$957</td> </tr> <tr> <td>Material Handling</td> <td>36</td> <td>8.50%</td> <td>$825</td> </tr> </tbody> </table></div> <p>Site-wide average: <strong>8.17% APR</strong>, <strong>$2,954/mo</strong> across all 449 machines.</p> <h2> Why this exists </h2> <p>A couple of principles drove the design:</p> <ul> <li> <strong>Every number traces back to a real machine.</strong> Each of the 449 rows has a sourced price (dealer listing, MSRP, or a documented class-typical estimate — and it's disclosed which one) and a real amortization calculation, not a rounded guess.</li> <li> <strong>The math is reproducible, not just displayed.</strong> The same aggregation logic that powers the <a href="https://www.equipmentcapitalindex.com/press" rel="noopener noreferrer"><code>/press</code></a> page on the site also generates this dataset — one source of truth computed twice, so the numbers can't silently drift apart.</li> <li> <strong>It shouldn't require scraping a webpage.</strong> The data has three independent, permanent homes: <ul> <li>A live JSON API: <a href="https://www.equipmentcapitalindex.com/api/rate-report.json" rel="noopener noreferrer"><code>/api/rate-report.json</code></a> (<a href="https://www.equipmentcapitalindex.com/openapi.json" rel="noopener noreferrer">OpenAPI spec</a>)</li> <li>A self-updating GitHub repo (regenerates from live data every 3 days via GitHub Actions)</li> <li>A permanent, versioned DOI on Zenodo: <a href="https://doi.org/10.5281/zenodo.22080110" rel="noopener noreferrer">10.5281/zenodo.22080110</a> </li> </ul> </li> </ul> <h2> Try it </h2> <div class="highlight js-code-highlight"> <pre class="highlight shell"><code>curl https://www.equipmentcapitalindex.com/api/rate-report.json </code></pre> </div> <p>CORS is open, no auth required. If you're building anything that touches commercial equipment costs — a fleet budgeting tool, a research piece, a comparison widget — you're welcome to pull from it directly or cite the DOI.</p> <p>Feedback and PRs on the <a href="https://github.com/bilaliftikhar2430-ux/equipment-financing-rate-data" rel="noopener noreferrer">dataset repo</a> are welcome.</p> opendata api dataset finance