SAFE
The heavy paperwork layer — scoring protocols, drafting psychoeducational evaluation reports, summarizing observation notes, tracking IEP compliance deadlines — is exactly what language models do well, and that is a real share of the week. But the core act of sitting with an 8-year-old to administer a WISC, watching a child in a classroom, running a crisis response after a suicide threat, and defending an eligibility determination in a contentious IEP meeting requires a credentialed human in the room who owns the call. State credentialing (NASP/NCSP or state licensure) makes the signature on an evaluation legally non-transferable.
Mixed — a routine tier and a judgment tier. Scoring a WISC-V or WIAT protocol, generating the boilerplate of a psychoeducational report, and tracking 60-day evaluation timelines are already substantially machine-doable, which pulls it down from the high teens, but standardized administration with a squirming first-grader, classroom observations of function, and threat/risk assessment interviews still cannot be delegated to software — hence mixed rather than resistant.
Some physical or field component. You are physically in buildings — pushing a testing cart between three campuses, sitting on the floor with a kindergartener for a DAS, watching recess behavior, and physically responding when a student is in crisis in a hallway — but it is a school, not a rooftop or a roadside, so the environment is uncontrolled in behavior rather than in hazard, which is what puts this at 12 and not 17.
Licensed human required and personally liable. State education agencies require a school psychologist credential (or licensure) for a psychoeducational evaluation to be legally valid under IDEA, and your name on that eligibility report is what a district defends in due process; the 14 rather than 18 reflects that you practice inside a district's legal umbrella and typically cannot bill independently or prescribe.
The human relationship is the product. Whether a wary parent consents to evaluation, whether a teacher actually implements the behavior plan, and whether a suicidal 14-year-old tells you the truth all rest on you specifically being known in that building — just short of the top band because much of your caseload turns over annually and many parents meet you only at the eligibility meeting.
Exists to be accountable for ambiguous calls. You decide whether a child's profile meets SLD or emotional disturbance criteria on data that rarely aligns cleanly, whether a threat is transient or substantive, and when to break confidentiality under duty-to-warn — calls with no algorithm behind them, made under IDEA and FERPA, that get litigated.
Has AI actually changed your work?