Supplemental instruction

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Supplemental instruction (SI) is an academic support model that uses peer learning to improve university student retention and student success in high-attrition courses. [1] [2] Supplemental Instruction is used worldwide by institutions of higher learning. [3] [4] [5] [6] [7] SI is also called "Peer-Assisted Study Sessions," "PASS" or "SI-PASS" in parts of the Africa, Europe, North America, and Oceania. [8] [9] According to an article in the peer-reviewed journal, Research and Teaching in Developmental Education, "Since its introduction in 1974 at the University of Missouri-Kansas City by Deanna C. Martin, Supplemental Instruction (SI) has been implemented, studied, and evaluated for its effectiveness across a variety of disciplines and institutional levels." [10] The article further noted that for some students,

Contents

"SI is a program that works. Since SI is an enrichment program designed to target high risk courses, it takes the emphasis off the individual student's projected performance. A high risk course, as defined repeatedly in the literature, is any course (usually entry-level) in which unsuccessful enrollment (percentages of D's and F's as final grades and rates of withdrawal from the course and/or institution) exceeds 30%."

Peer Learning Using the SI Model

Supplemental Instruction differs from other types of student support, such as tutoring:

"Typical learning center programs operate on a drop-in basis, offering services primarily designed to address the needs of high-risk students. Staff devote a high percentage of time to one-on-one tutorial instruction, with basic skills courses and workshops complementing individual services." [2]

Unlike tutoring, SI is attached to the course and not the student: "This approach focused not on 'at risk students,' but rather on 'at risk classes,' entry-level classes in health sciences, and later in general arts and sciences classes." [11] According to Martin and Arendale, Supplemental Instruction "provides regularly scheduled, out-of-class, peer-facilitated sessions that offer students an opportunity to discuss and process course information." [12] An SI program organizes peer support through an "SI leader," who is typically a student who succeeded in the particular academic course (e.g., Organic Chemistry, Economics 101, Algebra II). SI leaders

"attend the course lectures where they take notes and complete assigned readings. The specialists also schedule and conduct three or four, fifty-minute SI sessions each week at times convenient to the majority of students in the course. Student attendance is voluntary. Individual attendance by participants ranges widely from one to twenty-five hours, and averages 6.5 hours per semester. The leader is presented as a 'student of the subject.'" [2]

The use of trained SI leaders rather than professors, lecturers, PhDs, MDs or other credentialed experts allows the service to scale up quickly to large numbers of students and for a large variety of courses at the undergraduate, graduate, and professional-school levels. [13] The SI model evolved during the 1970s and 1980s from its beginnings at a single "Student Learning Center" at the University of Missouri-Kansas City. [14] Supplemental Instruction expanded globally in the 1990s: Higher-education institutions around the world have adopted some variant of the UMKC Supplementary Instruction model. [15] Some attribute this widespread diffusion to the SI model and to its founders.

"Early on, SI’s founders decided that the SI model should be modified by its users rather than its creators. Martin and Blanc ... argue that SI should be 'fluid rather than rigid, dynamic rather than static.'" [16]

Hundreds of institutions around the world implement some variant of SI, PASS or SI-PASS. [6] [7] Hundreds of scholarly articles have studied and extended the Supplemental Instruction model since the 1970's. [17] Supplemental Instruction programs are frequently in the news. [18]

Video Supplemental Instruction

With the widespread use of consumer video products in 1980s, Deanna Martin, Robert Blanc, and their colleagues applied video to Supplemental Instruction sessions for students who hadn't previously benefited from SI, such as student athletes. [19] Video Supplemental Instruction (VSI) allows the SI leader to play back a lecture at a rate tailored to the particular group of students.

"In VSI courses, instructors record their lectures on video tape and enroll students in a video section of the same course that they teach live on campus. For students in the VSI section, a trained facilitator [VSI leader] uses the taped lectures to regulate the flow of information to the learner. The lectures are stopped and started as needed, allowing the facilitator to verify that students have comprehended one idea before moving on to the next." [20]

In contrast to non-video Supplemental Instruction in which one lecture is always matched with one class, VSI starts with a video-recorded lecture that SI leaders then use to lead discussions in one or more SI classes, as was done for teaching basic sciences for medical board certification exams: Martin and Arendale subsequently reported that the "VSI method has been used with salutary effect by two dozen different medical schools and health-care institutions, preparing people to perform well on medical boards." [21] For many learner, however, VSI offers advantages that SI lacks:

"The foregoing should not be interpreted to suggest that SI is a one-size-fits-all solution to academic problems. Data suggest that the SI experience can move a student’s performance from below average to average, from average to above average, from above average to excellent. In the lower ranges of performance, it appears that participation in SI can elevate a student’s grade from sub-marginal to below average. At UMKC as at other Universities, however, practitioners have found that there are students for whom SI offers insufficient support. Typically, these students fall at or near the bottom of the fourth quartile in terms of entry level scores and/or high school rank. SI is not scheduled often enough, nor does it have sufficient structure, breadth, or depth to meet the needs of this population. On other campuses, these students would typically be tracked into developmental courses which, for UMKC, has never been an option." [22]

Thus, the population of students taking SI is stratified with some being unsuccessful in SI; "a more intense and sustained experience was needed for the least academically prepared students," namely, VSI. [20]

Philosophy

From its inception, the goal of SI has been equity in higher education

“Supplemental Instruction (SI) was created at the University of Missouri-Kansas City (UMKC) in 1973 as a response to a need at the institution created by a dramatic change in the demographics of the student body and a sudden rise in student attrition ... Gary Widmar, Chief Student Affairs Officer, hired Deanna Martin, a then-doctoral student in reading education, in 1972 to work on a $7,000 grant from the Greater Kansas City Association of Trusts and Foundation to solve the attrition problem among minority professional school students in medicine, pharmacy, and dentistry.” [14]

Also from the start, Martin's SI programs were driven by practical results: A successful SI program will show statistically-significant drops in attrition in the classes that have SI services. [20] [14] [2] [23] Supplemental Instruction was also supposed to be cheap: What Martin and her collaborators sought was "an academic support service that would be both cost-effective and successful in reducing the high rates of student attrition." [2] To be cost effective: Typically, "student SI leaders can be assigned to the program from the work study program. [12]

Thus, SI was founded to be a cheap and effective means to reduce attrition and thereby improve equity in higher-education graduation rates. Smith and MacGregor see Supplemental Instruction (PASS or SI-PASS) as a cooperative learning approach. [11] Although the founders of Supplemental Instruction were influenced by Piaget and Karplus, [20] as SI spread across the world, the founders encouraged adaptation to local circumstances and change when needed. [16]

Effectiveness

In the early 1990s, the U.S. Department of Education validated three specific claims about the effectiveness of SI:

  1. Students participating in SI within the targeted high-risk courses earn higher mean final course grades than students who do not participate in SI. This finding is still true when analyses control for ethnicity and prior academic achievement.
  2. Despite ethnicity and prior academic achievement, students participating in SI within targeted high-risk courses succeed at a higher rate (withdraw at a lower rate and receive a lower percentage of [fail] final course grades) than those who do not participate in SI.
  3. Students participating in SI persist at the institution (reenroll and graduate) at higher rates than students who do not participate in SI [24]

A more recent review of all published SI research between 2001 and 2010 found studies in support of all three of these claims, and no studies contradicting them. [24]

Dissemination

The International Center for SI [25] is located at the University of Missouri-Kansas City in Kansas City, Missouri within Academic Support and Mentoring, formerly the Center for Academic Development. [26] The International Center for SI hosts and conducts regular trainings [27] on the SI model and has trained individuals representing more than 1,500 institutions in 30 different countries. [28]

There are national centers for SI at the University of Wollongong, [29] Australia, the University of Guelph, [30] Canada, Nelson Mandela University, South Africa, [31] Lund University, Sweden. [32] There is also a Regional Center for SI in northern South Africa at North West University. [33] SI may also be called PASS (peer assisted study sessions) and PAL (peer assisted learning). Each national center is responsible for supervision and training interested institutions in their region in the SI model.

Conferences

Every two years, the International Center for SI [25] hosts a conference [4] [34] where administrators, educators, SI leaders, and students gather to share new research and ideas that pertain to SI.

Adaptations

The name "Supplemental Instruction" has been changed to better fit into other variations of the English Language. For example, "the University of Manchester engages students as partners in two established Peer Support programs: Peer Mentoring and Peer Assisted Study Sessions (PASS)," which is "Based on the Supplemental Instruction model." [35]

Criticisms

There has been criticism and debate concerning self-selection bias when measuring SI outcomes in non-experimental settings: A. R. Paloyo of the University of Wollongong noted that "we expect the selection-bias term to be nonzero, implying that the observed difference in, say, final marks is not equal to the effect of SI because it is contaminated by self-selection. Good final marks can be expected from motivated students, but motivation is also positively correlated with participation in SI." [36] [37]

Based on their study of students enrolled in a Mathematics course at the Ethembeni Community College in Port Elizabeth, South Africa, Koch and Snyders concluded that a lecture that is adapted to the student may have at least as good outcomes as Video Supplementary Instruction; in the study, one adaptation was longer lecture times in the professor's class that matched the time spent in VSI; the authors conceded that VSI has at least one advantage: "Although experienced lecturers might be still preferable to VSI, these results may have positive implications for distance learning in the absence of enough experienced lecturing or teaching staff' especially in rural areas." [13]

See also

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References

  1. "Supplemental Instruction - Overview". 9 February 2010. Archived from the original on 9 February 2010. Retrieved 23 April 2018.
  2. 1 2 3 4 5 Blanc, Robert A., Larry E. DeBuhr, and Deanna C. Martin. “Breaking the Attrition Cycle: The Effects of Supplemental Instruction on Undergraduate Performance and Attrition.” The Journal of Higher Education 54, no. 1 (1983): 80–90. doi : 10.2307/1981646.
  3. "Supplemental Instruction". Mandela University, South Africa. Archived from the original on 2022-03-31.
  4. 1 2 "12th International Conference on Supplemental Instruction". Europeiskt centrum för SI-PASS, University of Lund, Lund, Sweden. 2021. Archived from the original on 2021-09-25. Retrieved 2023-01-21.
  5. "Peer Assisted Study Sessions, PASS, Information for Staff" (PDF). University of Newcastle, Australia. 2023-01-21. Archived (PDF) from the original on 2022-03-03. Retrieved 2023-01-21.
  6. 1 2 "SI Around the US – The International Center for Supplemental Instruction". info.umkc.edu. Archived from the original on 2022-06-27.
  7. 1 2 "SI Around the World – The International Center for Supplemental Instruction". info.umkc.edu. Archived from the original on 2021-09-23. Retrieved 2023-01-12.
  8. "The European Center for Supplemental Instruction for Peer Assisted Study (SI-PASS)". Lund University, Lund, Sweden. Archived from the original on 2022-08-19.
  9. "Pass Program: Information for Lecturers" (PDF). University of Ballarat, Federation University, Australia. Peer-Assisted Study Sessions. Archived (PDF) from the original on 2023-01-14. Retrieved 2023-01-14.
  10. Reittinger, Donna L. and Tammi M. Palmer. “Lessons Learned from Using Supplemental Instruction: Adapting Instructional Models for Practical Application.” Research and Teaching in Developmental Education 13, no. 1 (1996): 57–68. JSTOR   42801944.
  11. 1 2 Smith, Barbara Leigh; MacGregor, Jean T (1994). "What Is Collaborative Learning?" in Kadel Stephanie Julia A Keehner and National Center on Postsecondary Teaching Learning and Assessment. 1994. Collaborative Learning : A Sourcebook for Higher Education Vol. Ii. Pennsylvania PA: National Center on Postsecondary Teaching Learning and Assessment (PDF). Philadelphia, PA: National Center on Postsecondary Teaching, Learning and Assessment, Pennsylvania, PA. Archived from the original (PDF) on 2022-03-08. Retrieved 2023-01-16.
  12. 1 2 Martin, Deanna C; Arendale, David R.. (1992). Understanding the Supplemental Instruction model. Retrieved from the University of Minnesota Digital Conservancy, https://hdl.handle.net/11299/200469.
  13. 1 2 Koch, E.; Snyders, M. (2001). "The effect of video supplemental instruction on the academic performance in mathematics of disadvantaged students". South African Journal of Higher Education. 15 (1): 138–146. doi:10.4314/sajhe.v15i1.25389. ISSN   1011-3487.
  14. 1 2 3 Arendale, D. R. (2002). History of Supplemental Instruction (SI): Mainstreaming of developmental education. In D. B. Lundell, & J. L. Higbee (Eds.), Histories of developmental education (pp. 15-28). Center for Research on Developmental education and Urban Literacy, General College, University of Minnesota. http://purl.umn.edu/5366. In archive.org as https://conservancy.umn.edu/handle/11299/200451
  15. "Other SI Programs". The International Center for Supplemental Instruction, UMKC. 7 February 2010. Archived from the original on 7 February 2010. Retrieved 23 April 2018.
  16. 1 2 Stone, Marion E.; Jacobs, Glen (2006). Supplemental Instruction: New Visions for Empowering Student Learning: New Directions for Teaching and Learning, Number 106 (PDF). Wiley. Archived from the original (PDF) on 2021-04-20.
  17. "JSTOR: Search Results".
  18. ""Supplemental instruction" -wikipedia - Google Search". www.google.com.
  19. Martin, Deanna (18 February 1994). "Video-based Supplemental Instruction: An Alternative to Remedial Courses" (PDF). The National Forum on New Student Athletes. The Freshman Year Experience. Program and Proceedings (Columbia, South Carolina, February 18, 1994). Freshman-Year Experience, University of South Carolina: 2 via ERIC.
  20. 1 2 3 4 Martin, Deanna C., and Robert Blanc. “Video-Based Supplemental Instruction (VSI).” Journal of Developmental Education 24, no. 3 (2001): 12–45. JSTOR   42775830.
  21. Martin, D. C.; Arendale, D. (1998). "VSI Interactive Video Courses" (PDF). Unpublished Manuscript, University of MIssouri - Kansas City.
  22. Martin, Deanna; Arendale, David (2 January 1998). "VSI: Interactive Video Courses" (PDF). University of Minnesota Conservancy. Unpublished Manuscript, University of Missouri - Kansas City. Archived (PDF) from the original on 2023-01-08. Retrieved 12 January 2023.
  23. Burmeister, Sandra, and Deanna Martin. “Supplemental Instruction: An Interview with Deanna Martin.” Journal of Developmental Education 20, no. 1 (1996): 22–26. JSTOR   42775701.
  24. 1 2 Dawson, Phillip; van der Meer, Jacques; Skalicky, Jane; Cowley, Kym (2014). "On the Effectiveness of Supplemental Instruction A Systematic Review of Supplemental Instruction and Peer-Assisted Study Sessions Literature Between 2001 and 2010". Review of Educational Research. 84 (4): 609–639. doi:10.3102/0034654314540007. S2CID   145430111.
  25. 1 2 "What is Supplemental Instruction". International Center for Supplemental Instruction. University of MIssouri - Kansas City. 2022. Archived from the original on 2023-01-13. Retrieved 2023-01-21.
  26. "Academic Support and Mentoring | Home". Umkc.edu. Retrieved 2017-01-27.
  27. "Training in Kansas City | si". Info.umkc.edu. 2014-06-20. Retrieved 2017-01-27.
  28. "The International Center for SI - FAQ" . Retrieved 18 January 2019.
  29. "Pass @ Uow". Uow.edu.au. Retrieved 2017-01-27.
  30. "Supplemental Instruction in Canada". Canada SI. University of Guelph. Archived from the original on 2023-01-12. Retrieved 2023-01-21.
  31. "Supplemental Instruction". Nelson Mandela University. 2023-01-21. Archived from the original on 2023-01-12. Retrieved 2023-01-21.
  32. "Supplemental Instruction (SI)". Lund University Graduate School. 2023-01-21. Archived from the original on 2022-09-29. Retrieved 2023-01-21.
  33. "Supplemental Instruction - Student Academic Development and Support | Centre for Teaching and Learning (CTL) | Services | NWU | North-West University". Archived from the original on 2023-02-24.
  34. "2016 | si". Info.umkc.edu. 2014-06-20. Retrieved 2017-01-27.
  35. Ody, M; Carey, W. "Demystifying Peer Assisted Study Sessions (PASS): What...? How...? Who...? Why...?". University of Manchester, Manchester, UK. Archived from the original on 2021-05-12. Retrieved 2023-01-11.
  36. Paloyo, Alfredo R., A note on evaluating Supplemental Instruction, Journal of Peer Learning, 8, 2015, 1-4. Available at: http://ro.uow.edu.au/ajpl/vol8/iss1/2
  37. Paloyo, Alfredo R.; Rogan, Sally; Siminski, Peter (December 2016). "The effect of supplemental instruction on academic performance: An encouragement design experiment". Economics of Education Review. 55: 57–69. doi:10.1016/j.econedurev.2016.08.005. hdl: 10419/128629 . ISSN   0272-7757. S2CID   39887209 via Elsevier.