Marcus Whitfield

Staff writer, editorial desk

Marcus writes and updates the guides on Goal Data Notebook. His work is reading the federal IEP rules, state guidance, and research summaries on progress monitoring, turning them into step-by-step methods, worked examples, and small calculators, and re-checking each guide on a set schedule. He is not an attorney, a school psychologist, or a statistician, and nothing here replaces your district procedures or your team's professional judgment.

How guides are researched and re-checked is described on how we review. To report a correction, use the contact page.

Guides by Marcus Whitfield

Tools and organization

A Sample IEP Data Binder Layout That Stays Current

A tab-by-tab IEP data binder or folder layout with a one-page goal card, a data log, a graph, and report copies, plus an upkeep routine and privacy notes.

9 min read, updated October 23, 2026
Tools and organization

A Weekly Data Routine for a Special Education Caseload

A model week for collecting, graphing, and reviewing IEP data for a caseload, with a time budget, a review cycle, and what to do when a week falls apart.

9 min read, updated October 23, 2026
Data collection

ABC Data Sheets Explained for Teachers

How to record antecedent, behavior, and consequence: what to note, when an ABC form beats a tally, how long to observe, and what it cannot prove.

9 min read, updated October 23, 2026
Graphing

Aimline and Trendline Explained for IEP Progress Graphs

What an aimline (goal line) and a trendline are, how to draw both, and how NCII's decision rules compare them, with a calculator for the slopes.

10 min read, updated October 23, 2026
Baselines

Baseline vs Present Levels: What Goes Where in an IEP

A baseline is one measured number. Present levels (PLAAFP) wrap it in strengths, impact, and comparison. See what goes where, with Utah and NCII examples.

8 min read, updated October 23, 2026
Data collection

Behavior Frequency and Duration Data for IEP Goals

How to count, time, and compare behavior data for an IEP goal: frequency, duration, latency, and intensity, with a baseline plan and worked examples.

10 min read, updated October 23, 2026
Reading and math measures

Curriculum-Based Measurement Basics for IEP Teams

What curriculum-based measurement is, what makes a tool fit for IEP goals, which skills NCII lists by grade, and how timed probes are given and scored.

10 min read, updated October 23, 2026
Tools and organization

Data Privacy for IEP Records and Data Sheets

What IDEA's confidentiality rules and FERPA's education record definition mean for teacher data sheets, graphs, and files, with habits for storing them.

9 min read, updated October 23, 2026
Decision rules

Decision Rules: When to Change an IEP Intervention

Four-point, trend line, and median-of-three decision rules from NCII, with minimum data, a worked example, and what to check before you change a plan.

10 min read, updated October 23, 2026
Data collection

Generalization and Maintenance Data for IEP Goals

Check that a skill works in other settings, with other people, and weeks later: what the PROGRESS Center and IES say, plus a simple probe plan.

9 min read, updated October 23, 2026
Decision rules

Goal Not Progressing? A Checklist Before You Change

A ten-step checklist for flat progress data: check the measure, aimline, fidelity, dosage, alignment, transfer, and the cause before you change a plan.

10 min read, updated October 23, 2026
Graphing

Graphing IEP Data in a Spreadsheet, Step by Step

Build an IEP progress graph in Excel or Google Sheets: a data table, an aimline column, a chart with a trendline, SLOPE, and a labels checklist.

10 min read, updated October 23, 2026
Decision rules

How Many Data Points Before You Decide?

What NCII and the MTSS Center say about how many data points a baseline, a trend, and a decision need, and how monitoring frequency sets how long you wait.

9 min read, updated October 23, 2026
Graphing

How to Read an IEP Progress Graph: A Guide for Parents

A plain-language guide to the lines and dots on an IEP progress graph, what to look for, five questions to ask the teacher, and what a graph cannot show.

8 min read, updated October 23, 2026
Baselines

How to Set an IEP Baseline: Measure, Probe, Record

Choose a measure, give three probes, take the median, and write the baseline with dates and conditions, following 34 CFR 300.320 and NCII's guide.

9 min read, updated October 23, 2026
Data collection

IEP Data Collection in General Education Classrooms

How special and general education teachers share IEP data collection: what IDEA requires, a one-page plan, simple tools for big classes, and who does what.

9 min read, updated October 23, 2026
Decision rules

IEP Goal Mastered: What to Do Next With the Data

What it means to master an IEP goal, how NCII's rules and behavior guide point to raising the goal or fading supports, and what the IDEA review rule says.

9 min read, updated October 23, 2026
Data collection

Interval Recording and Time Sampling in the Classroom

Whole-interval, partial-interval, and momentary time sampling compared with one worked example and the steps from a South Dakota state form.

9 min read, updated October 23, 2026
Reading and math measures

Math Fact Fluency Progress Data for IEP Goals

Monitor math fact and computation fluency for an IEP goal: single-skill vs general probes, timing by grade, scoring, baselines, and goals, with examples.

10 min read, updated October 23, 2026
Reading and math measures

Oral Reading Fluency Progress Monitoring for IEP Goals

How oral reading fluency probes are scored as words correct per minute, and how to read it against a benchmark and turn it into an IEP baseline.

10 min read, updated October 23, 2026
Data collection

Paraprofessional Data Collection for IEP Goals

What paraprofessionals can and cannot do with IEP data, what IDEA and Texas guidance say about training and supervision, and a short training routine.

9 min read, updated October 23, 2026
Data collection

Percent Accuracy vs Trials vs Duration for IEP Goals

How to pick the kind of number for an IEP goal: percent of trials, count, rate, duration, or rating, plus a calculator showing how far a percent can swing.

9 min read, updated October 23, 2026
Reporting to parents

Progress Report Comments That Say Something

Replace vague IEP progress comments with sentences that carry a number, a measure, and a next step, with rewrites, frames by status, and words to avoid.

9 min read, updated October 23, 2026
Reporting to parents

Quarterly vs Trimester IEP Progress Reporting

What IDEA says about when IEP progress reports are given, how quarterly, trimester, and semester schedules compare, and how data and workload change.

8 min read, updated October 23, 2026
Decision rules

Rate of Improvement Explained, With a Calculator

Calculate rate of improvement, compare growth so far with growth needed, and set a goal from national norms, with a browser calculator and NCII's formulas.

9 min read, updated October 23, 2026
Reporting to parents

Reporting IEP Progress to Parents With Data

What IDEA requires for IEP progress reports, what Connecticut's manual and a parent-center guide say a report holds, and a data layout for each goal.

9 min read, updated October 23, 2026
Data collection

Rubric Scoring for IEP Goals That Two People Can Repeat

Build a rubric or task analysis for an IEP goal so two scorers agree: described levels, anchors, a criterion, and a quick agreement check, with a sample.

9 min read, updated October 23, 2026
Tools and organization

Small Group Data Tracking Without Losing the Individual

Collect and track IEP data in small groups: which probes can be given to a group, a grid for four students, and why each goal still needs its own graph.

9 min read, updated October 23, 2026
Baselines

Writing Measurable Criteria for IEP Goals

Condition, target skill, and criterion explained, with three ways to pick the number (benchmark, rate of improvement, own growth) from NCII and Utah.

10 min read, updated October 23, 2026
Reading and math measures

Writing Progress Monitoring for IEP Goals

Monitor writing for an IEP goal: which scores NCII lists for grades 1 to 6, how to set conditions and criteria, and why a rubric alone is not enough.

9 min read, updated October 23, 2026