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Learner library

Deadball lesson library

STEM-style tracks and units—physics, modeling, Statcast analysis, and communication—in one lesson library.

Navigate by track, then drill into units and lessons. Each lesson includes objectives, full exposition, worked examples, practice, and reflection.

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Each track includes expected outcomes, pacing hints, and prerequisite guidance so you can plan your sequence before opening a unit.

Translate baseball planning questions into unit-safe expressions and equations.

What to expect
Confirm listed prerequisites for this track before starting.
Time commitment
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Prerequisites
Arithmetic fluency
Primary outcome
Solve and rearrange linear relationships with verification and feasibility checks.

Model field and flight geometry with coordinates, distances, and angles.

What to expect
Confirm listed prerequisites for this track before starting.
Time commitment
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Prerequisites
Algebra I
Primary outcome
Apply triangle and circle geometry to measurement and scaling problems.

Use trig and vector tools to decompose motion and orientation in baseball models.

What to expect
Confirm listed prerequisites for this track before starting.
Time commitment
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Prerequisites
Geometry essentials
Primary outcome
Interpret periodic and transformed functions as signals in athletic performance data.

Track

Calculus I And II For Baseball Dynamics

3 units • 15 lessons

Compute and interpret derivatives and integrals for motion and accumulation questions.

What to expect
Confirm listed prerequisites for this track before starting.
Time commitment
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Prerequisites
Precalculus / trig
Primary outcome
Apply optimization and related rates to constrained baseball decisions.

Work with partial derivatives, gradients, and multivariable constraints in models.

What to expect
Confirm listed prerequisites for this track before starting.
Time commitment
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Prerequisites
Calculus II
Primary outcome
Set up and interpret ODE-based dynamic models with stability intuition.

Track

Baseball Physics Foundations

6 units • 60 lessons

Derive and validate mechanics-based ball-flight models.

What to expect
Confirm listed prerequisites for this track before starting.
Time commitment
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Prerequisites
Multivariable calculus
Primary outcome
Connect geometric and trigonometric structure to measurable game outcomes.

Track

Statistical Modeling For Baseball

5 units • 42 lessons

Build, validate, and critique predictive/statistical models for baseball outcomes.

What to expect
Confirm listed prerequisites for this track before starting.
Time commitment
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Prerequisites
Probability/statistics
Primary outcome
Report uncertainty and robustness checks in professor-reviewable form.

Track

Data Analysis With Statcast

5 units • 45 lessons

Construct reproducible data workflows from event-level baseball data.

What to expect
Confirm listed prerequisites for this track before starting.
Time commitment
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Prerequisites
Python or notebook workflow
Primary outcome
Engineer and validate features without leakage.

Explain atmospheric and environmental factors that alter ball flight and operations.

What to expect
Confirm listed prerequisites for this track before starting.
Time commitment
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Prerequisites
Intro chemistry/physics helpful
Primary outcome
Analyze climate and weather variability implications for baseball decisions.

Track

Biological Mechanics Of Baseball

3 units • 15 lessons

Explain how major body systems support baseball-specific demands without clinical diagnosis.

What to expect
Confirm listed prerequisites for this track before starting.
Time commitment
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Prerequisites
Intro biology vocabulary (cells, tissues, organs) or willingness to learn it in-lesson
Primary outcome
Connect muscle physiology vocabulary to observable pitching and hitting actions.

Track

Communicating Sports Analytics Insights

6 units • 41 lessons

Translate technical findings into decision-ready narratives.

What to expect
Confirm listed prerequisites for this track before starting.
Time commitment
Self-paced. Phase length scales with lesson count; backend catalog stores per-lesson minute estimates for dashboard scale.
Prerequisites
At least one completed technical track
Primary outcome
Defend methodology choices under peer review.