Example Job Description

Student Assessment Data Specialist

A technical assessment-data professional who turns student, roster, administration, and results data into accurate, secure, documented, and decision-ready information.

Interview planning resourceReview possible structured interview questions and strong-response indicators for local adaptation.

How to use this resource: Select questions that measure competencies established through the district’s current job analysis. Ask candidates the same predetermined questions under comparable conditions and evaluate responses against the same job-related criteria.

The indicators below describe evidence a strong response may contain; they are not required scripts or the only acceptable answers.

An assessment roster has fewer students than the SIS. How would you investigate?
Strong response indicators: Defines the expected population and effective date, compares stable identifiers and enrollment conditions, checks eligibility and grade or course rules, isolates unmatched records, traces feed and platform history, coordinates source correction, reloads safely, and reconciles counts.
Describe how you would validate a new assessment score file before loading it.
Strong response indicators: Verifies source, secure transfer, filename and version, schema, record and field counts, types and code sets, uniqueness, identifiers, expected populations, score ranges, missingness, prior-period comparisons, test cases, exceptions, and documented approval.
How would you prevent spreadsheet errors in a recurring report?
Strong response indicators: Uses protected raw data, stable tables or queries, documented formulas, validation checks, controlled parameters, peer review, versioned outputs, reproducible steps, exception logs, and migration to scripting or database processes when scale warrants.
A score is present in the vendor portal but missing from the warehouse. What would you do?
Strong response indicators: Confirms student and administration identifiers, release and finalization status, file inclusion, ingestion logs, matching logic, filters and effective dates; reproduces the issue, fixes the authoritative cause, reloads under change control, and verifies downstream outputs.
How would you handle a request for student-level data from someone whose access is unclear?
Strong response indicators: Pauses disclosure, verifies identity, role, purpose and approval, applies minimum necessary access and an approved secure channel, consults the data owner or privacy lead, documents the decision, and offers aggregate or de-identified information when suitable.
What makes an automated validation trustworthy?
Strong response indicators: Clear rule and owner, authoritative inputs, representative test cases, expected results, version control, logging, thresholds, exception review, alerts, failure handling, human approval for consequential actions, documentation, and periodic reevaluation.
How would you explain a mismatch to a school user who needs an answer quickly?
Strong response indicators: States what is known, affected records and operational impact, preserves uncertainty, gives safe immediate steps, names the investigation and owner, provides a realistic update point, avoids blame or unsupported fixes, and follows through with verified resolution.
How do you distinguish a source-data problem from a transformation problem?
Strong response indicators: Compares the same record and effective date at each lineage stage, checks business rules and mappings, uses controlled examples, examines logs and counts, reproduces the transformation, confirms source ownership, and documents where expected and actual values diverge.
How would you create a student-group report responsibly?
Strong response indicators: Defines population, measure, year, denominator and grouping rules; validates attributes; applies suppression and minimum-size rules; checks missingness and overlapping groups; includes source and limitation notes; uses accessible displays; and obtains review.
A vendor changes a file layout without warning. What would you do?
Strong response indicators: Stops unsafe production processing, preserves files and logs, compares schemas and release information, assesses affected runs, contacts the vendor, updates and tests logic under change control, reconciles outputs, documents acceptance, and improves schema monitoring.
What documentation should accompany a recurring assessment-data process?
Strong response indicators: Purpose, owner, schedule, authority, inputs, secure locations, schema, definitions, lineage, transformation logic, quality checks, exception handling, outputs, reviewers, access, retention, dependencies, recovery, change history, and support contacts.
What would you prioritize in your first 90 days?
Strong response indicators: Learns systems, calendars, file flows, owners and access rules; inventories recurring products and fragile manual steps; reviews quality incidents and documentation; reproduces key runs; builds relationships; delivers early validations; and proposes a prioritized automation and continuity plan.

Local HR review required: These examples are educational starting points, not a complete selection instrument or legal advice. The district should validate every question and scoring criterion against its current job analysis, collective bargaining obligations, nondiscrimination requirements, reasonable-accommodation procedures, and applicable law. Avoid inquiries about protected personal characteristics or information unrelated to job performance.

Structured-interview references: U.S. Office of Personnel Management · U.S. Equal Employment Opportunity Commission

Position Description

Under the direction of the appropriate district administrator, the Student Assessment Data Specialist prepares, validates, reconciles, protects, analyzes, and distributes data supporting state and local student assessment programs.

The specialist works at the record level across the student information system, assessment platforms, secure data files, reporting tools, and local data environments. The position verifies roster and demographic accuracy, supports testing assignments and accessibility settings, monitors completion, investigates discrepancies, processes score files, and produces documented reports for authorized users.

This role is distinguished from the Assessment Coordinator by its primary emphasis on technical data production, quality control, repeatable analysis, and user support rather than districtwide program authority. The specialist escalates policy, security, accommodation, and interpretive decisions to the responsible administrator while supplying clear evidence for resolution.

Reports To

Insert your school district’s specific reporting relationship here.

Required Education and Credentials

Required

Bachelor’s degree from an accredited college or university in education, educational administration, assessment, research, statistics, data science, information systems, public administration, or a closely related field. Additional qualifying experience may be substituted where permitted by district policy.
Successful completion of all district-required employment clearances.
Completion of district-required assessment-security, student-privacy, accessibility, and information-security training within established timelines.

Preferred

Graduate degree or advanced coursework in educational measurement, statistics, research, educational leadership, data science, or a related field.
Current California administrative services or teaching credential when required by the district’s classification and assigned supervisory or instructional responsibilities.
Relevant certification or professional learning in assessment administration, project management, data analytics, accessibility, or data governance.

Required / Desired Experience

Required Experience

Two or more years of progressively responsible experience with student information, assessment data, educational reporting, database support, research data, or a closely related function.
Experience importing, exporting, cleaning, matching, validating, and reconciling record-level data from multiple systems.
Experience using advanced spreadsheet functions, database queries, reporting tools, or comparable analytical methods.
Experience documenting specifications, repeatable procedures, validation results, issues, and resolutions.
Experience handling confidential records and providing accurate technical support under deadlines.

Desired Experience

Experience with CAASPP or ELPAC data, TOMS, CERS, an assessment platform, and a California district student information system.
Experience with SQL and one or more scripting or analytical tools such as Python, R, Power Query, or equivalent technologies.
Experience with data warehouses, APIs, secure file transfer, identity matching, automated quality checks, and visualization tools.
Experience validating assessment accessibility settings, student-group attributes, course or grade assignments, and score-report populations.
Experience creating accessible reports, dashboards, data dictionaries, technical guides, and user-facing documentation.

Essential Duties and Responsibilities

Assessment Data Preparation and Roster Quality

Prepare and validate student registration, roster, grade, course, school, demographic, program, and testing-eligibility data for assigned assessment systems.
Compare assessment-platform records with authoritative SIS and program sources; identify missing, duplicate, stale, unmatched, or inconsistent records.
Coordinate corrections with authorized source-system owners and verify that approved changes propagate successfully.
Support assignment and validation of tests, domains, testing modes, accessibility resources, and other approved settings under established procedures.
Maintain pre-administration quality reports, exception queues, issue logs, record counts, and evidence of resolution.

Testing Operations Data Support

Monitor registration, session, completion, participation, make-up, and status data and provide authorized staff with timely action lists.
Investigate user-reported discrepancies by reproducing conditions, checking source records, reviewing system history, and documenting findings.
Support account and role requests according to approved workflows; escalate authorization, security, and separation-of-duties questions.
Assist with controlled testing of roster feeds, system releases, secure browsers, integrations, and reporting changes.
Provide technical support during administration windows and route policy, accessibility, security, and incident decisions to responsible leads.

Score Processing, Reconciliation, and Reporting

Receive and store assessment data files through approved secure methods; verify file identity, version, completeness, schema, counts, and authorized use.
Match results to district student and enrollment records using approved identifiers and documented exception handling.
Reconcile preliminary and final results, score reports, aggregate files, local warehouse loads, and published totals as applicable.
Create accurate school, grade, course, program, and student-group reports with clear definitions, denominators, dates, suppression, and source notes.
Maintain traceability from source files and transformation logic to reviewed outputs and document corrections or restatements.

Analysis and Data Quality Engineering

Develop reusable queries, scripts, templates, dashboards, and validation routines for completeness, validity, uniqueness, consistency, timeliness, and reasonableness.
Profile data and investigate outliers, unexpected shifts, missingness, subgroup discrepancies, and cross-system differences.
Use controlled automation to reduce manual error while providing logging, exception handling, test cases, human review, and recovery procedures.
Apply version control or comparable change-management practices to analytical logic, specifications, and repeatable processes.
Partner with assessment, SIS, data warehouse, research, accountability, technology, and vendor teams to resolve root causes rather than repeatedly patch outputs.

Privacy, Security, Documentation, and Support

Apply least-privilege access, minimum-necessary disclosure, secure transmission, approved storage, retention, and destruction requirements.
Protect student information in extracts, screenshots, tickets, email, shared drives, training data, dashboards, and presentations.
Use de-identified or synthetic data for demonstrations and testing whenever feasible.
Maintain data dictionaries, file layouts, lineage notes, runbooks, quality rules, query documentation, issue histories, and continuity materials.
Create accessible user guides, provide role-specific training, respond to requests, and communicate data status and limitations clearly.
Perform other related duties consistent with the position’s purpose and classification.

Required Skills and Abilities

Knowledge of

Student assessment data concepts, rosters, administration statuses, score files, achievement levels, scale scores, claims or domains, participation, and appropriate-use limitations.
Student information systems, relational databases, joins, keys, file formats, data types, code mapping, effective dates, and identity resolution.
Data-quality dimensions, reconciliation, validation rules, exception handling, testing, logging, documentation, and controlled automation.
Spreadsheet analysis, SQL, reporting and visualization tools, and scripting or statistical methods appropriate to assigned work.
Student privacy, assessment security, role-based access, secure data exchange, suppression, accessibility, and records management.

Ability to

Trace a discrepancy across source records, transformations, system configurations, files, and reports and verify the correction.
Write accurate queries and formulas, test logic against expected cases, review results critically, and explain methods to others.
Manage large datasets and overlapping production deadlines with careful naming, versioning, documentation, and status control.
Create accessible, understandable reports while preserving definitions, context, confidentiality, and appropriate use.
Communicate technical findings to educators, administrators, analysts, vendors, and support personnel without unnecessary jargon.
Recognize when a request requires policy, legal, security, accessibility, or program-owner review and escalate promptly.

Work Environment

Work is performed primarily in district offices, schools, testing support settings, meetings, and other computer-based professional environments.
The position requires sustained computer use and precise review of record-level data, system screens, files, queries, reports, tickets, and technical documentation.
Work involves frequent collaboration with assessment, student information, program, research, accountability, school, technology, and vendor personnel.
Workload may increase substantially before and during testing windows, roster deadlines, score releases, warehouse refreshes, and system changes.
The employee may encounter frequent interruptions, ambiguous data conditions, confidential records, failed processes, and urgent correction requests.
The position requires secure handling of personally identifiable student information and careful attention to detail.

Other Requirements

Successfully complete required criminal-record, fingerprint, and employment clearances.
Complete a tuberculosis risk assessment and any examination required by applicable law or district policy.
Complete district-required cybersecurity, student-privacy, assessment-security, safety, nondiscrimination, and workplace training.
Maintain professional confidentiality and comply with district policies governing records, acceptable technology use, assessment security, and data access.
Travel between district offices, schools, meetings, training locations, and professional-development activities as assigned.
Possess a valid California driver’s license and maintain insurability when driving is an essential function of the position.
Occasionally work early-morning, evening, weekend, or extended hours during critical testing, reporting, or public-release periods.
Regularly sit, stand, walk, speak, hear, read, and operate computers and standard office equipment.
Use hands and fingers for keyboarding and handling documents; maintain visual attention while reviewing detailed records and computer displays.
Occasionally lift, carry, or move records, devices, equipment, or supplies weighing up to 25 pounds.
Perform the essential functions of the position with or without reasonable accommodation.