K R&D Lab / S7-I / R1

Master Prep Analytics

A blue research cockpit for preparation tracking: study blocks, training sessions, simulation quality, target-score progress, and evidence-based readiness signals.

Current mode Loading data...

Inputs

Current focus and fallback imports

Live Google Sheet data is the main source. CSV uploads are only a manual fallback for snapshots, recovery, or testing.

Manual CSV fallback

Target tracking

How close you are to the score goal

Accuracy trend

Session trajectory over time

Current estimate is based on the latest predicted or actual score when available.

Goal vs Reality

Large subject cards for target, estimate, and real result

Signals

What the current data suggests

Interactive workspace

Practice and simulation trainer

Open full trainer

This is the same trainer workspace moved into the research case so people can inspect the actual preparation environment, not only the analytics layer.

Interactive workspace

Practice and simulation trainer

This is the same trainer workspace moved into the research case so people can inspect the actual preparation environment, not only the analytics layer.

Open full trainer

Current status

How this trainer fits the case

What it already does Runs training sessions, simulations, study logs, exports, and local progress persistence.
What comes next We can connect its log actions to the same Apps Script endpoint so training events write into Google Sheet automatically.
Why it matters publicly The dashboard shows the results, while this trainer proves the underlying environment and workflow were real.

Subject picture

Average accuracy and study load

Mode pattern

Training versus simulation

Preparation sources

Resource map

Chart layer

Accuracy vs target by subject

Chart layer

Study minutes by subject

Chart layer

Sessions by mode

Chart layer

Effort vs accuracy

Efficiency

Return on effort

Score gap

Predicted versus actual

Recent sessions

Study blocks