Illustration of a teacher observing students as they work together

ASSESSMENT & EVIDENCE OF LEARNING

Assessment & Evidence
of Learning

What does the learner know now? Pro Fish In Sea brings together proficiency scales, a body of evidence, the Marzano True Score Estimator, and teacher judgment so assessment guides what happens next.

See how it works A practical pathway with Pro Fish In Sea
AI-generated classroom illustration
ASSESSMENT WITH A PURPOSE

A score should not be a calculation of where a student has been.
It should be our best estimate of what the student knows now.

THE PURPOSE

Assessment should
answer two questions.

Assessment continuously updates our best understanding of what a learner knows now. The evidence is not collected simply to produce a grade. It informs differentiation, identifies the next learning need, and helps teachers decide when a student is ready to move forward.

01 / CURRENT LEARNING

What does the learner know now?

Meaningful evidence connects to a clearly defined proficiency scale, building an increasingly accurate picture of the student's current learning.

02 / THE NEXT DECISION

What should happen next?

Use that picture to choose targeted learning, additional support, or a new challenge. Keep the expectation clear while allowing time and support to vary.

FROM EVIDENCE TO ACTION

01

Define what mastery means

Proficiency scales describe the learning target and increasing levels of performance, giving every score meaning.

02

Gather evidence naturally

Capture demonstrations of learning from conversations, projects, games, and the work students are already doing.

03

Build a body of evidence

Different experiences can reveal the same competency. Quality and alignment matter more than the format.

04

Update what the learner knows

Compare the pattern of evidence across time with three statistical models to suggest current proficiency. Teachers make the decision.

05

Respond to the evidence

Provide targeted resources, additional instruction, supported practice, and another opportunity to demonstrate learning.

06

Move forward with mastery

When evidence demonstrates mastery, move to the next learning need and begin the cycle again. Teachers guide the decision.

Learn → Demonstrate → Gather Evidence → Estimate Current Mastery → Respond → Learn Again

LEARNING CHANGES

Yesterday’s struggle should not
define today’s mastery.

Traditional grading often combines evidence collected at different points in a student’s learning and reduces it to an average. But learning is not static. Students practice, receive feedback, correct misconceptions, develop new understanding, and improve. A score should reflect that growth.

Early evidence tells us where learning began. Later evidence tells us what happened next. Sometimes the story is steady performance. Sometimes it shows consistent growth. Sometimes progress accelerates or begins to level off.

Pro Fish In Sea preserves that learning history while helping teachers distinguish between where the learner has been and where the learner is now.

ESTIMATE CURRENT MASTERY

Let the pattern of evidence speak.

The Marzano True Score Estimator analyzes a student’s evidence across time to help determine the score that best represents current proficiency. It does not simply average every score or automatically choose the latest one.

01

Average Trend

Is performance relatively stable?

Looks for evidence best represented by a relatively stable level of performance.

02

Linear Trend

Is there consistent growth or decline?

Looks for a consistent pattern of change across the evidence over time.

03

Curvilinear Trend

Is the rate of learning changing?

Looks for a changing trajectory, such as learning that accelerates or begins to level off.

Each model is compared against the student’s actual evidence. The model with the least prediction error becomes the best-fit model and produces a suggested current score.

G3 SBAC Math Claim 1: Operations and Algebraic Thinking. Evidence rises from 1.0 to 3.0, shown with average, linear, and curvilinear model lines. Best fit: Linear. Current recorded score: 2.5. Suggested score: 3.26.
Marzano True Score Estimator example: a linear best-fit model suggests 3.26, compared with the current recorded score of 2.5.

READING THIS EXAMPLE

Current: 2.5. Suggested: 3.26.

The accumulated evidence shows an upward trajectory. Because the linear model best explains that pattern, the estimator suggests current proficiency closer to 3.26. This is a model-based estimate, not the latest observed score and not a guarantee of mastery.

THE TEACHER’S DECISION

Information, not an automatic verdict.

The teacher still makes the professional decision. The technology asks: given everything this student has demonstrated, what score best represents what they know now?

MORE THAN A NUMBER

See the learning behind the score.

A suggested score is more useful when teachers can understand why it was suggested. Pro Fish In Sea makes individual demonstrations, performance over time, the growth trajectory, the best-fit statistical model, the current recorded score, and the suggested True Score visible.

This keeps professional judgment with the educator while giving teachers a stronger evidence base. If evidence shows a learning need, respond with targeted instruction, additional practice, different resources, or another opportunity to demonstrate learning. If it demonstrates mastery, move forward to new learning.

THE PRO FISH IN SEA PATHWAY

Assessment becomes
part of learning.

Learning experiences and evidence of proficiency are not the same thing. When an experience produces valid evidence of a target, teachers can capture it and use it to guide the next step.

01 / EVIDENCE BUILDS A PICTURE

One learning target.
Many opportunities to show what you know.

Some of the best evidence never shows up on a test: the explanation to a partner, the question asked at a station, the “aha” during a small group. Pro Fish In Sea’s Non-Obtrusive Assessment tools let teachers record that evidence in seconds, right from the lesson plan, for each student in the group.

The same quiet scoring is available while reviewing AI tutor conversations, so teachers can capture reasoning that demonstrates the learning target without adding a separate test.

From the lesson planPer student, per targetTutor chat reviewNo test anxiety
Non-Obtrusive AssessmentGroup B · Ratios · Score 3.0 focus

Maya R.

3.0

Jonah P.

2.5

Ava L.

3.0

Luis M.

Pending
Illustrative interface preview · sample content
02 / EVIDENCE CAN COME FROM ANYWHERE

One target.
Many ways to demonstrate it.

A test is not the only place learning becomes visible. Students may demonstrate proficiency in a discussion, project, performance, game, student-created activity, tutor conversation, teacher observation, or traditional assessment. Pro Fish In Sea connects relevant demonstrations to the same learning target and proficiency scale.

The format may change. The expectation does not. What matters is whether the evidence validly demonstrates the target, not whether it came from a test or how polished the presentation looks.

Evidence for: RatiosMost recent first

Observed in lesson
Explained ratio tables to partner · Today

3.0

AI tutor conversation
Set up ratio without hints · Yesterday

3.0

Practice game
Explained a ratio comparison during play · Mon

2.5

Student video artifact
Recorded reasoning for a goal · Last week

2.5
Illustrative interface preview · sample content
03 / LEARNING, NOT POINTS

Every score means
something clear.

Proficiency scales describe exactly what 2.0, 3.0, and 4.0 look like for each target. Teachers score work against those descriptions, and students see what they need to show next.

Shared descriptors help teachers make consistent judgments across classrooms. A score communicates demonstrated learning against the target, not points collected along the way.

Proficiency Scale · RatiosScore the work against the scale
4.0

Applies ratios to a new, real-world problem and explains the choice.

3.0

Uses ratio tables and language to compare two quantities.

2.0

Recognizes ratio vocabulary and completes simple tables with support.

Illustrative interface preview · sample content
04 / RESPOND. SUPPORT. REASSESS.

New evidence starts
with new learning.

Reassessment is more than taking the same test again. Teachers use the evidence to identify the learning need, then provide targeted resources, additional instruction, coached practice, or a different approach before another opportunity to demonstrate mastery.

Students can revisit the target at their station, work with the tutor, and submit new evidence. Teachers review what has changed, update the picture of proficiency, and decide whether more support or the next challenge is appropriate.

Learning journey · RatiosEach attempt adds evidence
1

Exit ticket reveals a gap in ratio comparisons

2.0
2

Targeted station practice + teacher and tutor support

2.5
3

New evidence: video explaining a ratio comparison

3.0
4

Teacher reviews readiness for the next challenge

Next
Illustrative interface preview · sample content

Growth at a glance

Teachers and students see progress toward proficiency over time, not a single snapshot.

Progress reports

Reports show where students stand on each target at any date, clear for families and leaders.

Evidence drives the next step

A gap points to targeted instruction and supported practice. Demonstrated mastery points to the next learning need.

SHARED RESPONSIBILITY

Clear evidence.
Better conversations.

For students

Understand where they are, what to work on next, and how new evidence can show growth.

For teachers

A richer body of evidence for targeted instruction, timely feedback, and decisions about readiness.

For school & district leaders

Shared proficiency expectations and clearer conversations about learning across classrooms.

For families

Reports that describe what their child can do, not just a percentage.

The platform supports the work; educators make the decisions. Interface previews show illustrative content, not measured impact or guaranteed outcomes.

THE PROMISE OF COMPETENCY-BASED ASSESSMENT

Know what the learner knows.
Know what the learner needs next.

Pro Fish In Sea brings together proficiency scales, multiple sources of evidence, learning history, statistical analysis, and teacher professional judgment to create a clearer picture of current mastery. The result is not simply another grade. It is information teachers can act on.

Every piece of evidence adds to the story.
The pattern tells us where the learner is now.
Where the learner is now tells us what should happen next.

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