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Respect for Small Data

Respect for small data (shared)

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Page 1: Respect for small data (shared)

Respect for Small Data

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Big Data“...is the mathematics of effectiveness. It aggregates data at scale — it doesn’t work at small scale.”

-Jose Ferreira, CEO

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Small Datameasures effectiveness on a personal level.

-Me

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Same two questions:

Are you... Am I...1.satisfied/happy?2.going to succeed?

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Punnett Square of Student Experience

:) : (

A+

F

Experience

Suc

cess

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Punnett Square of Student Experience

:) : (

A+

F

:DA+

Experience

Suc

cess

:|F

: (

F

A+

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Four ways

1.Written Woes2.Grading3.NPS/Ratings4.Objectivity/Consistency

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Pick something to measure.

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Examples of what we started tracking

ratings“NPS” scoresnumber of tickets from studentsnumber of emailsnumber of flagged/problematic submissionsnumber/% of completersaverage gradesaverage scoresscores by different graders on the same assignment# of submissions by weekaverage turnaround time for feedback% of students who bought the booktime to completioncomparative course ratings

...and much much more.

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1. Writing

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2. Normalization

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3. NPS/Ratings

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Dissatisfaction doesn’t have to be permanent

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4. Objectivity & Consistency

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http://docs.moodle.org/25/en/Quiz_statistics_report

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Sources of information

logsgradebook exportactivity reportsrubricssql queriessurveysend of course evaluationsexit interviewshelp desk ticketsrequestschats (live chat transcripts)phone calls

...and pretty much anywhere else

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Sources Jose Ferreira quote:

http://www.knewton.com/blog/ceo-jose-ferreira/big-data-mathematics/

Mdocs: http://docs.moodle.org/27/en/Quiz_statistics_report

Images from Unsplash.com (CC0 public domain)● Dandylion● Beach● Wood

Rageface from none other than Rage Comics http://www.reddit.com/r/fffffffuuuuuuuuuuuu/