Play to Learn
According to the Empirical Rule, only ~5% of the population is two standard deviations or further from the mean.
People have a natural curiosity about whether a value is typical or unusual. Tim has an IQ of 130. Typical or unusual? An IQ of 130 is two standard deviations above the mean.
Only approximately .05 of the population is two standard deviations away (either above or below) from the mean. We could consider Tim's IQ to be unusual.
Hypothesis Testing
Later this semester, we'll cover inferential statistics and hypothesis testing. For any given sample mean, we'll want to specify how unusual it is, given the null hypothesis. Typically, a sample mean is considered unusual if it occurs in the extreme tails of a distribution (e.g., in the outer .05 proportion of the distribution).
Additional Resource
In addition to the above game,, check out the interactive applet: Normal distribution and the proportion under the curve.
Click Start to play. You will get practice with making 30 decisions.
During a decision trial, press the 'f' key to select the option on the left and the 'j' key to select the option on the right.
If visibility is an issue, the Voice System can be turned on for this activity by pressing the Tab key (after clicking on the activity and waiting for it to load). Pressing the left and right arrows adjusts the rate of speech. The 'Z' key will interrupt the Voice System. Pressing the period turns the voice system off. During a decision trial, the keys 'e' and 'i' may be pressed for a verbal description of the left and right choices, respectively. Unlimited decision time is allowed when the Voice System is on. Performance of the Voice System can be impacted by the browser/system/device used.
If the decision time (before the correct answer is shown) is too quick, then you may re-start the game (e.g., by refreshing the browser tab). From the game menu, click the 'Accommodations' button, and then enter the code "#17" for unlimited decision time. Click the 'Continue' button to return back to the game menu. The student's passcode can be combined with an accessibility code (e.g., '4524#17' to indicate that the student's passcode is 4524, using the accessibility code 17).
Alternatively, to switch to unlimited decision time during game play, using a physical keyboard, press the left bracket '[' key. Doing so will affect the next decision trial. Press the right bracket ']' to return back to the specified decision time.
Enjoy the game, but would like to change it up? From the game menu, click the 'Accommodations' button. In the Accommodations dialog box, enter a code to change how the game functions:
Minimum number of decision trials: Use the code 0## (replacing the two digit '##' with the number of trials desired). For example, the code 009 would result in a minimum of 9 decision trials, whereas the code 060 would result in a minimum of 60 decision trials.
Decision time: 2## (replacing the two digits '##' with the number of seconds available to make a decision). For example, the code 205 would result in an allowed decision time of up to 5 seconds. The code 212 would result in an allowed decision time of up to 12 seconds.
The code consists entirely of digits. After entering a code in the Accommodations dialog , press the 'Continue' button to return back to the game menu. You can also combine codes, such as '020204' to indicate 20 decision trials ('020') and a decision time of four seconds ('204').
Finally, the student's passcode can be combined with codes to modify game play (e.g., '4524-015205' to indicate that the student's passcode is 4524, with '015' indicating a minimum of 15 trials and '205' indicating that up to five seconds is allowed for each decision before the correct answer is shown.
To view more options for modifying game play, visit the Play to Learn modifications page.
Instructors can provide their students with a four digit passcode to enter at the start of the game. The student would click the 'Accommodations' button, and in the Accommodations dialog box provide the passcode, and then press the 'Continue' button to return back to the game menu.
At the end of game play, a completion code will be provided for a successfully played game (i.e., performance reached the specified threshold; e.g., 85%). The student would enter the completion code as their answer to a quiz question.
Use of the accessibility options will modify the completion code (by +/- 2). Modifying game play (e.g., changing the number of decision trials) will result in an entirely different completion code. Instructors can choose to allow accommodations by accepting a completion code that comes within +/- 2 of the expected completion code value. Those students whose quiz question is graded correctly, but where the completion code is different than the expected result, used an accommodation.
The use of Completion codes represents one way to recognize students for successful game play.