Turning raw scores into a report narrative means translating standard scores and percentiles into plain-language sentences that describe what a person can and can't do, organized by domain rather than by test, and written so a parent or teacher can act on them. The scoring is the easy part. Making the numbers mean something on the page is the work.
This is the sub-task psychologists tell me is hardest, and the one that eats the most time. When people ask how to write psychoeducational report sections, they're rarely stuck on the outline. They're stuck at the moment a table of scores has to become a paragraph a non-specialist can understand.
I'm not a clinician, so I won't pretend to tell you how to interpret a finding. But I hear the same bottleneck over and over, and the pattern behind it is clear enough to write down.
A table of scores isn't a report. Turning it into one is the job.
Why is turning scores into narrative the hardest part?
Because it's where clinical judgment does its heaviest lifting, and there's no shortcut for judgment. A percentile is exact. A sentence explaining what that percentile means for a specific child, in plain language, for a reader who has never seen a bell curve — that takes interpretation, phrasing, and care.
The clinicians I talk to say the testing is the part they trained for and largely enjoy. The drain is the blank document afterward, where scores and observations have to become prose a parent, a school, or a physician can act on, and that will hold up if anyone questions it. It's skilled work, it happens after the billable session, and it rarely gets counted — the same reason report writing takes so long in the first place.
Who is actually reading this, and at what level?
Usually people with far less training than the writer, which is the whole problem. Reports are read by parents, teachers, courts, and often the clients themselves — not just other psychologists.
The research here is blunt. A Canadian review notes that most psychological reports are written at a Grade 15-to-16 reading level — senior undergraduate or graduate — and that even the model reports in graduate textbooks sit at Grade 13 or higher. The same paper cites a finding that roughly 72% of parents of assessed children had less than 12 years of education. That's a wide gap between how reports are written and who has to read them.
So the narrative isn't just a summary of scores. It's a translation across a reading-level gap, and the translation is the deliverable.
How do you turn a percentile into a sentence a parent can use?
You describe the behaviour, not the number. Instead of leading with a standard score, you say what the person tends to do well and where they struggle, in concrete terms tied to daily life, and let the score support the sentence rather than replace it.
The pattern clinicians describe looks something like this. Start from the domain, not the instrument. State what the finding means functionally — what a teacher would actually see in a classroom. Then anchor it with an example or a concrete implication. The number can live in a table or an appendix; the sentence carries the meaning.
The professional obligation points the same way. The APA Ethics Code requires that psychologists take reasonable steps to ensure explanations of results are given to the person or their representative. An explanation that only a psychologist can parse isn't really an explanation — it's a score with a caption.
Describe what a teacher would see, then let the score support the sentence.
Should sections be organized by test or by domain?
By domain, almost always. Organizing results by the instrument used — one section per test, in the order they were administered — is efficient for the writer and confusing for the reader.
The same Canadian review found that parents "not only preferred, but were also better able to comprehend, reports that were organized by domain" rather than by test. Teachers, too, preferred results organized by theme over a test-by-test format, and rated reports written around a Grade 8 reading level as the most usable. Writing test-by-test, the review notes, tends to make a report harder to understand and less likely to be read in full.
So a section like "attention and self-regulation" or "verbal reasoning" — pulling together everything relevant to that domain across measures — reads far better than "here is what the third test showed." It costs the writer more effort to integrate across instruments. It's worth it, because a report nobody finishes reading didn't do its job.
What's the difference between a result and an interpretation?
A result is what a measure showed. An interpretation is what that result means for this specific person, connected to the referral question and the rest of the picture. Collapsing the two — or pasting a generic sentence about a score without tying it to the individual — is one of the most common report-writing failures the literature identifies.
This is the line between the mechanical and the irreplaceable. The scaffolding of a report section — the headers, the framing, the connective tissue — repeats every time. The interpretation is unique to the person in front of you and stays entirely with you. When those two get done in the same exhausting block, the judgment competes with clerical work for the same late-night hours, and both suffer.
Where does software actually help without touching the judgment?
Only on the mechanical half, and that's the point. The interpretation, the phrasing, the conclusions — those have to be yours, and any tool that flattens them into generic filler has failed.
What clinicians ask for isn't a machine that writes the meaning. It's not starting from a blank page for the parts that repeat. That's the line we drew building Soma: you run the assessment and own every finding; Soma assembles the structure and the connective tissue so the domain sections have a frame to sit in; you write, edit, and sign the interpretation. Your voice and judgment stay yours from start to finish.
If you write these reports, I'd like to hear where the score-to-narrative step slows you down most — it shapes what we build. The aim is a report that reads like yours, in far fewer hours. That's what Soma drafts for you to review and sign.
Thank you for the care you put into making the numbers mean something for the families who read them.
— Ian
