What "causal targeting" means, in plain language
Every post, email, and reminder you receive is the result of a comparison: did families like yours who saw this message do something different from the families who didn't? If the answer is yes, we send it. If the answer is no — even if the post had a great open rate — we don't.
This is called True Lift (and in research circles, it's called Conditional Average Treatment Effect, or CATE). It's the same technique used by clinical trial designers and behavioral economists to separate "what works" from "what just looks like it works."
True Lift, simplified
For any piece of content, we measure: the share of families like yours who completed the next milestone, minus the share who completed it without seeing the content.
A +10pp True Lift means seeing the content increased milestone completion by 10 percentage points. We sort your feed by this number, highest first.
How we're different from typical parent portals
Typical parent portal
- Measures opens and clicks
- Sends to large lists indiscriminately
- "Engagement" = activity, not outcomes
- Same content for every parent
- No identity graph — multiple logins per family
Capture Ü Family Experience
- Measures outcomes — FAFSA filed, visit attended, deposit paid
- Sends only when our model says it will move the needle
- "Engagement" = causal lift on milestones
- Feed personalized by family profile + cycle stage
- One household identity across email, web, app, and CRM
Three things make this possible
This isn't magic. It's three boring-but-rigorous pieces of infrastructure that most schools don't have wired together.
Identity Graph
Mom, dad, and student are linked across every email, browser, and app — without duplicate logins. We know who's in the household before they identify themselves.
Pre-Form Signal
We see what content families browse, save, and return to — long before they fill out a form. That signal shapes your portal feed from day one, not day 60.
True Lift Engine
For every post and message, we compute the causal lift on outcomes that matter — not opens or clicks. Only content that moves families like yours gets surfaced.
What this means for you, practically
Less email, not more. A typical school sends 4-6 emails per week to parents in admit cycles. Most of them have near-zero True Lift. We send fewer, more relevant ones — on average, parents in our portal receive 38% fewer messages per week.
You see the right thing at the right moment. If your student is two days from a FAFSA deadline, that goes to the top of your feed. If they just got admitted, you see housing, orientation, and other admitted families — not generic prospect content.
You can see why something was sent. Click any post and you'll see its True Lift score for families like yours. We don't hide the math.
Your privacy is protected. We measure causal lift on aggregated cohorts, not individuals. Your personal data is encrypted, FERPA-bound, and never sold. Read our privacy policy.
A worked example
Take the post titled "Tips for Parents of First-Generation Students." Two thousand families like yours received it last fall. We compared their outcomes against 2,000 demographically-matched families who didn't receive it. The first-gen-eligible students whose parents saw that post finished the FAFSA at a rate 9 percentage points higher than the comparison group.
That's True Lift +9pp. It earned a top-of-feed slot for this cohort all season.
By contrast, a generic "Did you know our library has 24-hour access?" post had a True Lift of essentially zero — families who saw it did the same things as families who didn't. We stopped sending it to first-gen parents in admit cycles. It still goes to families for whom it does move the needle (current-student parents in finals weeks, e.g.).
Ready to see it in action?
You're already in. Your portal feed is sorted by True Lift, your communities are recommended based on your family profile, and your Insight card on the right rail shows the cumulative lift on outcomes from the content you've engaged with this month.