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Published byMerry Griffith Modified over 9 years ago
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Elementary Statistics: STEM vs. nonSTEM Dave Usinski: usinski@ecc.edu Lynn Meslinsky: meslinskylc@ecc.edu
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Our Question What are the best predictors of success in Statistics and how can we use these to determine whether this course should be STEM or nonSTEM?
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Overview Revisit MT112/MT116 non-STEM Pathway –Has it been successful? Incorporate Placement DataPlacement Data Kendall’s Tau B (rows = columns) and C –Contingency table rank correlation coefficients between numeric vs ordinal and ordinal vs ordinal Binary Logistic Regression Analysis –Predicting future course success
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We looked at our other non- STEM courses How did lessening the algebra prerequisite requirements affect the course success rates?
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Overall College Fall Headcount, Number of Students Passing MT112/116 in Fall, Number of Students Passing MT112/116 in entire Year
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Same as Previous except as Percent Change from Fall 2002
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We looked at the last course taken prior to taking Statistics Which courses had the best predictive value in terms of success in Statistics?
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We also compared placement results in reading to placement results in algebra/math. Which Accuplacer or SAT result had a higher correlation to success with Statistics?
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Correlation Coefficient Describing Strength of Association Characterizations >.5high association.3 to.5moderate association.1 to.3low association 0 to.1little if any association
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MT143 (Statistics) Predictors PredictorKendall’s Tau B or C Correlation Coefficient 95% Confidence Interval AccuPlacer Reading (55 to 110) Cn=9530.135 (0.089 to 0.181) AccuPlacer Algebra (55-110)Cn=7930.107 (0.059 to 0.156) SAT M (300-700)Cn=27220.146 (0.120 to 0.172) SAT V (300-700)Cn=26750.091 (0.064 to 0.119) MT013 (Elementary Algebra)Bn=7070.265 (0.206 to 0.325) MT112 (Survey of Math)Bn=9310.328 (0.278 to 0.378) MT125 (College Alg. & Trig I)Bn=21560.380 (0.349 to 0.412) MT126 (College Alg. & Trig II) Bn=6900.360 (0.305 to 0.415) MT175 (Survey of Calculus)Bn=7350.340 (0.286 to 0.395)
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Conclusion There is little difference in the predictive value of Developmental Algebra vs. Liberal Arts Math in determining a grade in Statistics.
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Conclusion An Accuplacer reading score of about 63 is needed to have a 60% chance of C or better in Statistics while an Accuplacer Algebra Score of about 30 will do the same thing.
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Conclusion SAT score showed the opposite! A higher SAT Math, 270, was needed to show 60% chance of C or better in Statistics while only a SAT Verbal had no impact.
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Questions? Dave Usinski: usinski@ecc.edu Lynn Meslinsky: meslinskylc@ecc.edu
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