{
  "id": 1325,
  "title": "Helpful Literature",
  "url": "/competitions/WhatDoYouKnow/discussion/1325",
  "author_name": "",
  "post_date": "2012-02-01T07:06:46.757Z",
  "votes": null,
  "comment_count": 3,
  "views": 2060,
  "content": "<p><a href=\"http://grockit.com/blog/main/files/2010/02/grockit_2011_methodology_whitepaper.pdf\">http://grockit.com/blog/main/files/2010/02/grockit_2011_methodology_whitepaper.pdf</a></p>",
  "messages": [
    {
      "id": "8386",
      "postDate": "02/01/2012 07:06:46",
      "content": "<p><a href=\"http://grockit.com/blog/main/files/2010/02/grockit_2011_methodology_whitepaper.pdf\">http://grockit.com/blog/main/files/2010/02/grockit_2011_methodology_whitepaper.pdf</a></p>",
      "rawMarkdown": "",
      "votes": null
    },
    {
      "id": "8389",
      "postDate": "02/01/2012 15:50:10",
      "content": "<p>Thanks. The document says:</p>\r\n<blockquote>\r\n<pre>These models enable Grockit to take advantage of the tens of thousands of new <br>student responses to questions recorded every day to automatically refine Grockit’s estimates of student abilities, <br>question difficulties, and their intersection: probabilities of response accuracy. Grockit uses these predicted <br>probabilities to guide the question selection algorithm in individualized study sessions.&nbsp;</pre>\r\n<pre>&nbsp;</pre>\r\n</blockquote>\r\n<pre>Does this mean that the training data has questions which were presented to students based on their abilities?</pre>",
      "rawMarkdown": "",
      "votes": null
    },
    {
      "id": "8392",
      "postDate": "02/01/2012 20:28:44",
      "content": "<p>Yes. The questions which are presented to students are not selected at random, but are often influenced by our current estimates of the student's abilities and how to help them learn best. If you can find a way to use this in your understanding of the students\r\n and your predictions, please do. </p>\r\n<p>However, the question selection is also influenced by other factors such as the area of study and type of study session selected by the student, and who else they are studying with. There is not a simple description of what question is selected for a student,\r\n and I would not expect their chance of answering correctly to be much influenced by the selection mechanism (since you already know what question is being asked)</p>\r\n<p>Hope that helps!</p>",
      "rawMarkdown": "",
      "votes": null
    },
    {
      "id": "1607313",
      "postDate": "12/05/2021 20:43:03",
      "content": "<p>That's very interesting.  I think the topic of study of the student is also important.</p>",
      "rawMarkdown": "That's very interesting.  I think the topic of study of the student is also important.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1607313,
      "author_name": "markchoudhari",
      "author_url": "",
      "post_date": "12/05/2021 20:43:03",
      "content": "<p>That's very interesting.  I think the topic of study of the student is also important.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 8389,
      "author_name": "shaz24",
      "author_url": "",
      "post_date": "02/01/2012 15:50:10",
      "content": "<p>Thanks. The document says:</p>\r\n<blockquote>\r\n<pre>These models enable Grockit to take advantage of the tens of thousands of new <br>student responses to questions recorded every day to automatically refine Grockit’s estimates of student abilities, <br>question difficulties, and their intersection: probabilities of response accuracy. Grockit uses these predicted <br>probabilities to guide the question selection algorithm in individualized study sessions.&nbsp;</pre>\r\n<pre>&nbsp;</pre>\r\n</blockquote>\r\n<pre>Does this mean that the training data has questions which were presented to students based on their abilities?</pre>",
      "votes": null,
      "replies": []
    },
    {
      "id": 8392,
      "author_name": "thomaslotze",
      "author_url": "",
      "post_date": "02/01/2012 20:28:44",
      "content": "<p>Yes. The questions which are presented to students are not selected at random, but are often influenced by our current estimates of the student's abilities and how to help them learn best. If you can find a way to use this in your understanding of the students\r\n and your predictions, please do. </p>\r\n<p>However, the question selection is also influenced by other factors such as the area of study and type of study session selected by the student, and who else they are studying with. There is not a simple description of what question is selected for a student,\r\n and I would not expect their chance of answering correctly to be much influenced by the selection mechanism (since you already know what question is being asked)</p>\r\n<p>Hope that helps!</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "8386": "",
    "8389": "",
    "8392": "",
    "1607313": "That's very interesting.  I think the topic of study of the student is also important."
  },
  "source": "meta"
}