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Sample Selector

Sample Selector is a tool for creating and editing samples, or groups of data you compare across—they're not "samples" in the statistical sense, but more like filters.

By default, a single sample exists: "All Data". With the Sample Selector, you can create new samples to organize your data.

You can use samples to:

A sample is composed of one or more filters, specific conditions that narrow down your sample.

Creating a sample

The general process for creating a sample is to:

The effect of multiple filters

DataShop interprets each filter after the first as an additional restriction on the data that is included in the sample. This is also known as a logical "AND". You can see the results of multiple filters in the sample preview as soon as all filters are "saved".

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ECTEL 2026 Tutor Lesson Data (public)

Datasets Terms of Use

PI
Danielle Chine
Data Provider
Description
This dataset contains system-generated lesson logs capturing the training performance of 86 undergraduate students serving as paid, remote math tutors for middle school students. The data was collected as part of an interrupted time-series study evaluating a novel AI-driven tutor training system. Specifically, the dataset includes the tutors' performance data across six AI-enhanced, scenario-based online lessons. Each lesson focuses on a specific, research-supported pedagogical "tutor move":
1. Determining what students know
2. Giving effective praise
3. Reacting to errors
4. Affirming a correct attempt
5. Asking questions to guide thinking
6. Prompting students to explain
The log data features the tutors' pretest and posttest scores on these modules, capturing their answers to both multiple-choice questions (MCQs) and open-ended text responses following a predict-observe-explain instructional framework. Researchers can use this data to evaluate tutor skill acquisition, compare the effectiveness of different assessment formats (MCQ vs. open-response), and analyze learning gains within scenario-based workforce training.

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Datasets
Dataset Area/ Subject Dates Data Last Modified Transactions KC Models Status
Computer Science/ Databases - - 0 0 files-only