Georgia Southern University Digital Commons@Georgia Southern SoTL Commons Conference SoTL Commons Conference Mar 12th, 9:00 AM - 9:45 AM Are Some Students Better Suited for Online Class and Others Better Suited for In-Class? Milind Shrikhande Georgia State University, mshrikhande@gsu.edu Richard Fendler Follow this and additional works at: http://digitalcommons.georgiasouthern.edu/sotlcommons Part of the Curriculum and Instruction Commons, Educational Assessment, Evaluation, and Research Commons, Educational Methods Commons, Higher Education Commons, and the Social and Philosophical Foundations of Education Commons Recommended Citation Milind Shrikhande and Richard Fendler, "Are Some Students Better Suited for Online Class and Others Better Suited for In-Class?" (March 12, 2009). SoTL Commons Conference. Paper 36. http://digitalcommons.georgiasouthern.edu/sotlcommons/SoTL/2009/36 This presentation (open access) is brought to you for free and open access by the Programs and Conferences at Digital Commons@Georgia Southern. It has been accepted for inclusion in SoTL Commons Conference by an authorized administrator of Digital Commons@Georgia Southern. For more information, please contact digitalcommons@georgiasouthern.edu. Are Some Students Better Suited for Online Class and Others Better Suited In-Class? Milind Shrikhande and Richard Fendler Georgia State University Online Education Facts Allen and Seaman (2007) – Sloan Consortium Report Nearly 3.5 million higher education students took at least one online course during fall 2006 term This number represents an increase of over 350,000 students taking an online course from the prior year In fall 2006, approximately 20 percent of all U.S. higher education students were taking at least one course in an online environment For past several years growth in course offerings at colleges and universities far exceed growth in student population ISOTL Conference – Georgia Southern University - March 11-13, 2009 2 We Value Your Opinion … Is online learning for everyone? How do we advise students: in-class versus online? How are students currently being advised? ISOTL Conference – Georgia Southern University - March 11-13, 2009 3 5 People Best Suited for Online Learning (kristv.com article) You are qualified to take an online course if: You frequently travel abroad You are constantly on the go because of business You are enlisted in the Armed Forces You or a loved one has a physical or health disability You live far from a college campus (or just can't get to one near you) What do these have to do with learning? ISOTL Conference – Georgia Southern University - March 11-13, 2009 4 UCLA online self-quiz Answer YES or NO to the following: I know how to use the computer. Reading is not a nightmarish struggle for me. I once read a book to learn how to do something. Being at the computer cannot be mistaken for a form of torture. Going to class in my pajamas sounds like fun! If you answer YES to these statements, “online learning is for you!” ISOTL Conference – Georgia Southern University - March 11-13, 2009 5 Online Education Sites: Common Traits of Successful Online Learners: Self-Directed Motivated Inquisitive Like to read and write Disciplined Independent Able to stay on task This type of student would be successful in any learning situation! ISOTL Conference – Georgia Southern University - March 11-13, 2009 6 Questions: 1. Is student learning in an e-education course equivalent to learning in a traditional classroom? 2. If differences exist, do these differences exist at all learning levels or at some specific learning levels? 3. All else constant, is there a relationship between student preferred learning styles and performance in online classes versus traditional classes? ISOTL Conference – Georgia Southern University - March 11-13, 2009 7 Purpose of Our Research Do student preferred learning styles impact student performance at different learning levels? After controlling for competency variables, do learning styles still matter? Can we use learning styles to advise students: in-class versus online? ISOTL Conference – Georgia Southern University - March 11-13, 2009 8 Learning Levels Blooms taxonomy = hierarchy of learning levels from simple recall of data to abstract thinking and judgment. ISOTL Conference – Georgia Southern University - March 11-13, 2009 9 Learning Styles Felder/Soloman Index of Learning Styles Questionnaire http://www.engr.ncsu.edu/learningstyles/ilsweb.html Four learning style dimensions: Active vs Reflective Learners Sensing vs Intuitive Learners Visual vs Verbal Learners Sequential vs Global Learners ISOTL Conference – Georgia Southern University - March 11-13, 2009 10 How Do Learning Styles Look? STYLE DESCRIPTION Active Learner Learn best by doing, discussing, applying or explaining to others Reflective Learner Learn best by thinking about information quietly for a period of time Sensing Learner Like to learn facts; like solving problems by well established methods Intuitive Learner Prefer discovering possibilities and relationships; like innovation Visual Learner Learn best by seeing – pictures, diagrams, flow charts, etc. Verbal Learner Learn best by hearing – written and/or spoken explanations Sequential Learner Tend to learn in linear steps, with each step following a logical progression Global Learner Tend to learn in large jumps, absorbing material almost randomly without seeing connections and then suddenly ‘getting it.’ ISOTL Conference – Georgia Southern University - March 11-13, 2009 11 Course and Data Core course in finance = virtual data lab Traditional versus online class Common final exam – questions classified by learning levels Felder/Soloman Learning Styles surveys Demographic data (GPA, gender, major) ISOTL Conference – Georgia Southern University - March 11-13, 2009 12 Demographic Summary Statistics ONLINE IN-CLASS OVERALL # of Students 99 105 204 GPA - Mean 2.99 2.92 2.95 GPA – St.Dev. 0.418 0.547 0.489 Male 42.4% 45.7% 44.1% Female 57.6% 54.3% 55.9% Quant. Major 36.4% 45.7% 41.2% Qual. Major 62.6% 50.5% 56.4% Undecided 1.0% 3.8% 2.4% ISOTL Conference – Georgia Southern University - March 11-13, 2009 13 Exam Scores by Learning Level In-Class Online Mean Score Stand. Dev. Mean Score Stand. Dev Total Exam Score – All questions 57.1% 17.7% 55.6% 16.1% Knowledge Questions Score 48.9% 21.6% 46.5% 21.4% Understand Questions Score 75.4% 25.4% 78.0% 22.3% Application Questions Score 68.9% 24.2% 70.2% 22.1% Analysis Questions Score 59.2% 27.1% 61.2% 27.2% Synthesis Questions Score 33.1% 30.1% 21.8% 25.1% ISOTL Conference – Georgia Southern University - March 11-13, 2009 14 Active versus Reflective Learners Online Overall In-Class 63.8% 59.8% 55.6% 25.3% 21.1% 19.2% 19.1% 19.0% 17.1% Active Learners Neutral ISOTL Conference – Georgia Southern University - March 11-13, 2009 Reflective Learners 15 Sensing versus Intuitive Learners Online Overall In-Class 53.5% 50.0% 46.7% 44.8% 39.7% 34.3% 12.1% Sensing Learners Neutral ISOTL Conference – Georgia Southern University - March 11-13, 2009 10.3% 8.6% Intuitive Learners 16 Visual versus Verbal Learners Online Overall In-Class 56.2% 51.0% 48.5% 45.5% 42.6% 37.1% 6.1% 6.4% 6.7% Visual Learners Neutral ISOTL Conference – Georgia Southern University - March 11-13, 2009 Verbal Learners 17 Sequential versus Global Online Overall 54.5% 52.9% In-Class 51.4% 41.0% 36.8% 32.3% 13.1% Sequential Learners Neutral ISOTL Conference – Georgia Southern University - March 11-13, 2009 10.3% 7.6% Global Learners 18 Regressions Dependent Variable: Level Score (Overall score, Knowledge score, Understanding score, Application score, Analysis score, Synthesis score) Independent Variables: Class (online = 1, in-class = 0) GPA Major (quant = 1, qual = 0) Gender (male = 1, female = 0) Learning Style Preference (Active, Reflective, Sensing, Intuitive, Visual, Verbal, Sequential, Global) ISOTL Conference – Georgia Southern University - March 11-13, 2009 19 Regression Results Intercept Online Major Gender GPA ACT-REF SEN-INT VIS-VRB SEQ-GLO Overall -0.0851 (-1.33) -0.306 (-1.64) 0.0711 (3.57) -0.0273 (-1.43) 0.1965 (9.78) 0.0696 (1.43) 0.0302 (0.68) -0.0186 (-0.39) 0.0870 (1.70) Knowledge Questions 0.1365 (1.33) -0.032 (-1.06) 0.0516 (1.61) -0.0339 (-1.10) 0.0966 (2.99) 0.1077 (1.37) -0.0293 (-0.41) -0.0362 (-0.48) 0.1020 (1.24) Understand Questions -0.0406 (-0.39) 0.0026 (0.09) 0.0517 (1.61) 0.0360 (1.17) 0.2265 (7.00) 0.0864 (1.10) 0.1030 (1.44) -0.0270 (-0.36) 0.0783 (0.95) Application Questions -0.0100 (-0.10) 0.0002 (0.01) 0.0613 (1.95) -0.0089 (-0.29) 0.2241 (7.06) 0.0015 (0.02) 0.0481 (0.69) 0.0503 (0.68) -0.0200 (-0.25) Analysis Questions -0.1164 (-0.97) 0.0062 (0.18) 0.0770 (2.06) -0.0843 (-2.36) 0.2394 (6.37) -0.0282 (-0.31) 0.0589 (0.71) -0.0024 (-0.03) 0.0574 (0.60) Synthesis Questions -0.3948 (-3.26) -0.130 (-3.67) 0.1138 (3.01) -0.454 (-1.25) 0.1960 (5.15) 0.1806 (1.96) -0.208 (-0.35) -0.774 (-0.87) 0.2175 (2.24) ISOTL Conference – Georgia Southern University - March 11-13, 2009 20 Regression Results – In-Class Only Dependent Variable Significant Variables Adjusted R-Sq Major(+), GPA(+) 0.4206 Knowledge Questions GPA(+) 0.0612 Understand Questions GPA(+) 0.2526 Application Questions GPA(+) 0.2184 Analysis Questions GPA+, ACTREF(-), SENINT(-) 0.3519 Synthesis Questions Major(+), GPA(+) 0.179 Overall ISOTL Conference – Georgia Southern University - March 11-13, 2009 21 Regression Results – Online Only Dependent Variable Significant Variables Adjusted R-Sq Major(+), GPA(+) 0.3917 Knowledge Questions GPA(+), Gender (-) 0.117 Understand Questions GPA(+) 0.2196 Application Questions Major (+), GPA(+) 0.2283 Analysis Questions GPA(+) 0.1192 Synthesis Questions GPA(+), SENGLO(+) 0.2654 Overall ISOTL Conference – Georgia Southern University - March 11-13, 2009 22 Indications: Online students perform significantly worse at the highest level of learning relative to in-class students even after controlling for different learning styles At all other levels of learning, performance is statistically equivalent In Progress: Investigate balanced versus extreme learner ISOTL Conference – Georgia Southern University - March 11-13, 2009 23