- Giants
- Social Capital
- NAEP scores vs spending
NAEP scores vs spending
Social Capital's line chart drew 95.5K views on X: 0.5x its typical post and #26 of 41 Social Capital charts we track by views. Read Oct 10, 2026.
As we spent more money on education in California, did our kids become better educated?
Why it spread
It spread because a big source account posted a simple line chart about test scores and per pupil spending trends over time, and it drew 2,579 likes, 398 reposts, 39 quotes, 186 saves and 95,540 views, which is 2.4x the account's typical likes.
What worked
- The post pairs a plain question with two hard numbers, 2003 Spend: $14,400 per pupil and 2024 Spend: $24,000 per pupil, so the argument is easy to grasp at a glance.
- The framing is a direct challenge, asking whether more money made kids better educated and answering no, which invites agreement and argument in equal measure.
- The account is a big source with top quarter source reach, and the post generated many quotes, so the chart traveled through both reposts and quote posts.
What to borrow
We can use the same form by taking one of our own charts, leading with a single blunt question, and placing two or three of our own measured numbers right under it so the reader gets the point without opening anything else.
Careful
Do not copy the low design polish, the low self labelling or the missing source line, and do not over read the spread as proof the chart itself was convincing, since the big source and the many quotes did much of the work.
Written by our analysis model from the measured numbers above, not by Social Capital.
Make it yours
Your numbers, in this line chart.
Starts from the real numbers of "California Grade 4 Average NAEP Test Scores vs. Per Pupil Education Spending (2003-2024)" by Social Capital. Replace every number with yours before you post. Make one like this, step by step
Free pictures carry a small "Made with ViralChart" line. That line is how other people find us.
API · Max
Use this chart via API
On the Max plan you can pull this chart's numbers with the provenance of each one, as JSON or CSV, with its redraw spec, or call it from an agent over MCP. Chart id 0d63f1d8ac59.
| Path | Returns | Plan | |
|---|---|---|---|
| GET | /api/v1/charts/0d63f1d8ac59 | Title, publisher, date, form, point count; with a Max key, the data link | Open |
| GET | /api/v1/charts/0d63f1d8ac59/data | Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV | Max |
| GET | /api/v1/charts/0d63f1d8ac59/render?view=1 | The draw-only view this page uses | Open |
| POST | /mcp | Tool get_chart_data with this id, for Claude, Cursor and other agents | Max |
curl -s https://viral-chart.com/api/v1/charts/0d63f1d8ac59/data \
-H "Authorization: Bearer $VIRALCHART_KEY"claude mcp add --transport http viralchart https://viral-chart.com/mcp \
--header "Authorization: Bearer $VIRALCHART_KEY"60 requests a minute per key; over that you get 429 with Retry-After. Up to 5 keys per account, made on your account page and shown once. Without Max, the data route answers 402 with a link to the plans. The numbers describe a chart its publisher owns, and every file carries a license note.
More from Social Capital
All 41
Other giants using a line chart
All 295
Questions people ask
How far did Social Capital's "NAEP scores vs spending" chart travel?
95,540 views, 2,579 likes, 398 reposts and 186 saves on X, read Oct 10, 2026. A normal post from @chamath gets about 177.3K views.
What kind of chart is it?
A line chart. Test scores and per pupil spending trends over time.
Can I use Social Capital's chart?
Use the format, not the picture. The chart, logo and design belong to Social Capital. ViralChart redraws the chart type with your numbers and words, and credits the original publisher.