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Learn about human learning research developments, key factors in online learning, and strategies for adaptive learning environments. Explore psychological terms like affective, conative, and cognitive, as well as brain research on the limbic system and amygdala. Discover critical success factors and different learning orientations. Gain insights into personalized instruction and the impact of emotions and intentions on learning.
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Adaptive Learning: Personalized Designs for e-Learners(Using Psychological & Neurological Foundations)Margaret Martinez Instructional Psychology, PhD CEO, The Training Place
Discuss new developments in human learning research. • Describe key online learning factors: self-motivation, self-direction, independence. • Identify critical links between successful learners, learning environments, instruction, and improved online learning and performance. • Offer strategies for adaptive learning environments and instructional solutions that support individual learning differences and supportive relationships. 2
Adaptive Learning • The e-learning industry requires a more sophisticated understanding of the psychological characteristics of learning, especially the dominant power of emotions and intentions in learning. 3
Psychological Terms • Affective - Emotions • Conative - Intentions • Cognitive – Thinking • Neurons and Synapses 4
Limbic System www.cns.nyu.edu/home/ledoux/ 5
Brain Research www.personalmd.com/news/a1999022213.shtml • The amygdala… • directs the cortex • arouses attention, influences perceptions, & stimulates emotions • modulates memory for events according to their emotional importance • influences responses and experiences 6
http://chemistry.caltech.edu/groups/hsieh/Hsieh1/neuralco.htmhttp://chemistry.caltech.edu/groups/hsieh/Hsieh1/neuralco.htm Amygdala 7
Input of Solutions, Relationships, and Expected Outcomes Sensory Systems AMYGDALA Processing Systems Response Environment (Natural and Fostered Elements and Outcomes) 9
Introduce the Whole-Person Perspective… • …considers the dominant impact of emotions and intentions on learning. 10
Moving People Online vs. Instructor-Led Classrooms What does it take to foster self-directed, self-motivated, independent learners and learning relationships to make online learning really work? 11
PersonalizationLevels • Beliefs, Values, & Personality • Whole-Person-Based • Cognitive-Based • Segmented • Self-Directed • Name Recognition 12
Low/Simple Patterns High/Complex Patterns • Be Independent • Use Learner Control • Be a Problem Solver • Self-Manage • Self-Assess • Set Goals • Accomplish Goals • Self-Reflect/Monitor Progress • Interact with Environment • Use Holistic Thinking • Use Long-Term Thinking • Sequence Tasks • Depend on Intrinsic Resources • Explore/Take Risks C R I T I C A L S U C E S S FACTORS Conforming Performing Transforming
Learning Orientations • Learning orientations describe common attributes about how learners generally • relate to their “system” • approach and respond to the environment, relationships, and instruction • accomplish results with some degree of dependence on internal or external resources 14
Learning OrientationsFactors • Self-Motivation • Independence • Self-Directedness 15
Learning Orientations Model & LOQ • Transforming Learners (Innovators) Mentor Me Rely on intrinsic resources to self-manage the surrounding environment—set long & short goals accordingly. 16
Learning Orientations • Performing Learners (Implementers) Coach Me Rely on intrinsic/extrinsic resources to semi-manage the surrounding environment—set short, some long goals accordingly. 17
Learning Orientations • Conforming Learners (Sustainers) Guide Me Rely on extrinsic resources to comfortably exist within the surrounding environment—set short goals accordingly. 18
Learning Orientations • Resistant Learners 19
Online Learning Five-Fold Focus • Learning Environment • Instructional Presentation • Social Relationships • Sequential Paths and Applications • Expected Outcomes 20
Transforming Learners Prefer ... loosely structured, self-managed, mentoring environments that promote challenginggoals, discovery, andself-directed learning. 21
Performing Learners Prefer... semi-structured, semi-managed, environments that stimulate personal value and provide details, tasks, and creative interaction. 22
Conforming Learners Prefer... simple, safe, low-learner controlled, structuredenvironments that help learners achieve comfortable, low-risk learning goals in a linear fashion. 23
Know Thy Audience • Identify key attributes that you can tap into for positive emotional response. • Define and support appropriate levels of personalization. • Develop supportive social learning relationships. 24
Three-in-One Online Environments T P C Interactive Practice & Feedback Self- Directed & Exploratory Guided & Structured 25
Three-In-One Instruction (Same Objectives - Different Approach) C P T Interactive Practice & Feedback Guided, Structured, & Explicit Self-Directed, Inferential http://www.trainingplace.com/source/research/designprinciples.htm 28
Non-Traditional Strategies • Provide solutions that improve online learning ability, by helping students reflect on achievement, learning efficacy, satisfaction, and sense of accomplishment (towards future learning). 29
And enable learners to... • Improve learning ability over time. • Help set increasingly challenging, difficult, and risky goals • Enable task sequencing to differing dimensionality (e.g., linear steps to exploratory hypermedia links) • Support increasingly difficult, long-range, and risky problem solving • Challenge more holistic, critical-thinking, & decision-making skills • Provide tools to help communicate more independently 30
Summary • …align solutions with business [academic], learning, or performance objectives • …understand and support individual learning differences when it matters • …provide metrics to measure success and evaluate progress 31
…use new technology to adapt: • Presentation • Environment • Resources • Learning Paths • Expected Outcomes • Required Relationships • …nurture the important influence of emotion on learning and performance 32
…provide theoretical foundations to mass customize, socialize, and personalize learning relationships www.trainingplace.com/source/research/designprinciples.htm 33
To Your Online Learning Success • Maggie MartinezMMartinez@trainingplace.com(520) 877-3991743 W Bougainvillea Drive Oro Valley, AZ 85737 • www.trainingplace.com • training.trainingplace.com/newsletter/index.htm • www.trainingplace.com/source/research/index.html 34