Compared to What? How Different Types of Comparison Affect Transfer in Mathematics

1. Compared to What?How Different Types of Comparison Affect Transfer in Mathematics Bethany Rittle-Johnson Jon Star

2. What is Transfer? • Transfer • “Ability to extend what has been learned in one context to new contexts” (Bransford, Brown & Cocking, 2000) • In mathematics, transfer facilitated by flexible procedural knowledge and conceptual knowledge • Two types of knowledge needed in mathematics • Procedural knowledge: actions for solving problems • Knowledge of multiple procedures and when to apply them (Flexibility) • Extend procedures to a variety of problem types (Procedural transfer) • Conceptual knowledge: principles and concepts of a domain

3. How to Support Transfer:Comparison • Cognitive Science: A fundamental learning mechanism • Mathematics Education: A key component of expert teaching

4. Comparison in Cognitive Science • Identifying similarities and differences in multiple examples is a critical pathway to flexible, transferable knowledge • Analogy stories in adults (Gick & Holyoak, 1983; Catrambone & Holyoak, 1989) • Perceptual Learning in adults (Gibson & Gibson, 1955) • Negotiation Principles in adults (Gentner, Loewenstein & Thompson, 2003) • Cognitive Principles in adults (Schwartz & Bransford, 1998) • Category Learning and Language in preschoolers (Namy & Gentner, 2002) • Spatial Mapping in preschoolers (Loewenstein & Gentner, 2001) • Spatial Categories in infants (Oakes & Ribar, 2005)

5. Comparison in Mathematics Education • “You can learn more from solving one problem in many different ways than you can from solving many different problems, each in only one way” • (Silver, Ghousseini, Gosen, Charalambous, & Strawhun, p. 288)

6. Comparison Solution Methods • Expert teachers do it (e.g. Lampert, 1990) • Reform curriculum advocate for it (e.g. NCTM, 2000; Fraivillig, Murphy & Fuson, 1999) • Teachers in higher performing countries help students do it (Richland, Zur & Holyoak, 2007)

7. Does comparison support transfer in mathematics? • Experimental studies of learning and transfer in academic domains and settings largely absent • Goal of present work • Investigate whether comparison can support transfer with student learning to solve equations • Explore what types of comparison are most effective • Experimental studies in real-life classrooms

8. Why Equation Solving? • Students’ first exposure to abstraction and symbolism of mathematics • Area of weakness for US students • (Blume & Heckman, 1997; Schmidt et al., 1999) • Multiple procedures are viable • Some are better than others • Students tend to learn only one method

9. Two Equation Solving Procedures

10. Study 1 • Compare condition: Compare and contrast alternative solution methods vs. • Sequential condition: Study same solution methods sequentially Rittle-Johnson, B. & Star, J.R. (in press). Does comparing solution methods facilitate conceptual and procedural knowledge? An experimental study on learning to solve equations. Journal of Educational Psychology.

11. Compare Condition

12. next page next page next page Sequential Condition

13. Predicted Outcomes • Students in compare condition will make greater gains in: • Procedural knowledge, including • Success on novel problems • Flexibility of procedures (e.g. select non-standard procedures; evaluate when to use a procedure) • Conceptual knowledge (e.g. equivalence, like terms)

14. Study 1 Method • Participants: 70 7th-grade students and their math teacher • Design: • Pretest - Intervention - Posttest • Replaced 2 lessons in textbook • Intervention occurred in partner work during 2 1/2 math classes • Randomly assigned to Compare or Sequential condition • Studied worked examples with partner • Solved practice problems on own

15. Procedural Knowledge Assessments • Equation Solving • Intervention: 1/3(x + 1) = 15 • Posttest Familiar: -1/4 (x – 3) = 10 • Posttest Novel: 0.25(t + 3) = 0.5 • Flexibility • Solve each equation in two different ways • Looking at the problem shown above, do you think that this way of starting to do this problem is a good idea? An ok step to make? Circle your answer below and explain your reasoning.

16. Conceptual Knowledge Assessment

17. Gains in Procedural Knowledge: Equation Solving F(1, 31) =4.88, p < .05

18. Gains in Procedural Flexibility • Greater use of non-standard solution methods to solve equations • Used on 23% vs. 13% of problems, t(5) = 3.14,p < .05.

19. Gains on Independent Flexibility Measure F(1,31) = 7.51, p < .05

20. Gains in Conceptual Knowledge No Difference

21. Helps in Estimation Too! • Same findings for 5th graders learning computational estimation (e.g. About how much is 34 x 18?) • Greater procedural knowledge gain • Greater flexibility • Similar conceptual knowledge gain

22. Summary of Study 1 • Comparing alternative solution methods is more effective than sequential sharing of multiple methods • In mathematics, in classrooms

23. Study 2:Compared to What? Solution Methods Problem Types Surface Features

24. Compared to What? • Mathematics Education - Compare solution methods for the same problem • Cognitive Science - Compare surface features of different problems with the same solution • E.g. Dunker’s radiation problem: Providing a solution in 2 stories with different surface features, and prompting for comparison, greatly increased spontaneous transfer of the solution (Gick & Holyoak, 1980; 1983; Catrambone & Holyoak, 1989)

25. Study 2 Method • Participants: 161 7th & 8th grade students from 3 schools • Design: • Pretest - Intervention - Posttest - (Retention) • Replaced 3 lessons in textbook • Randomly assigned to • Compare Solution Methods • Compare Problem Types • Compare Surface Features • Intervention occurred in partner work • Assessment adapted from Study 1

26. Gains in Procedural Knowledge Gains depended on prior conceptual knowledge

27. Gains in Conceptual Knowledge Compare Solution Methods condition made greatest gains in conceptual knowledge

28. Gains in Procedural Flexibility: Use of Non-Standard Methods Greater use of non-standard solution methods in Compare Methods and Problem Type conditions

29. Gains on Independent Flexibility Measure No effect of condition

30. Summary • Comparing Solution Methods often supported the largest gains in conceptual and procedural knowledge • However, students with low prior knowledge may benefit from comparing surface features

31. Conclusion • Comparison is an important learning activity in mathematics • Careful attention should be paid to: • What is being compared • Who is doing the comparing - students’ prior knowledge matters

32. Acknowledgements • For slides, papers or more information, contact: b.rittle-johnson@vanderbilt.edu • Funded by a grant from the Institute for Education Sciences, US Department of Education • Thanks to research assistants at Vanderbilt: • Holly Harris, Jennifer Samson, Anna Krueger, Heena Ali, Sallie Baxter, Amy Goodman, Adam Porter, John Murphy, Rose Vick, Alexander Kmicikewycz, Jacquelyn Beckley and Jacquelyn Jones • And at Michigan State: • Kosze Lee, Kuo-Liang Chang, Howard Glasser, Andrea Francis, Tharanga Wijetunge, Beste Gucler, and Mustafa Demir