Self Experimentation & the Quantified Self: New Avenues for Positive Psychology Research and Application
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This document introduces the concepts of self-experimentation and the Quantified Self movement. It proposes several initial studies to examine the Quantified Self, including comparing individuals in the Quantified Self community to others on traits like personal growth initiative, curiosity, happiness, and self-regulation. The document also discusses the potential benefits of self-experimentation coming from the process rather than just outcomes. It proposes building self-experimentation capacity through interventions and discusses some considerations for positive psychology research in this area.
Self Experimentation & the Quantified Self: New Avenues for Positive Psychology Research and Application
- 1. Self-Experimentation & The Quantified Self New Avenues for Positive Psychology Research and Application
- 2. Objectives 1. Introduce Self-Experimentation 2. Introduce the Quantified Self movement and its components 3. Propose an initial and follow-up study to examine QS 4. Dive into the ¡°Process Use¡± of Self- experimentation 5. Propose Self-Experimentation Capacity Building 6. Discuss!
- 5. Self-Experimentation (SE)? What are the Problems? ? Experimenter Expectations lead to bias ? Data Collection ? Data Interpretation ? Selection Bias ? (duh) ? N = 1 ? Can¡¯t generalize ? Can¡¯t replicate
- 6. I¡¯m smiling to hide the fact that this concept makes me so sad and angry¡ Pretty please, stop this presentation right now.
- 8. We must distance ourselves from crystal healing!
- 9. ? Similar to Mook (1983), who defends external invalidity, I extend the proposition to the defense of internal invalidity, ? I hypothesize that the benefits of self- experimentation lie not in the outcomes, but in the process.
- 10. Constructivist Paradigm ? Individuals construct their own realities and beliefs to make individual and social meaning out of what they subjectively experience (Guba & Lincoln, 1985). ? There is no single, objective truth, but rather each person has a unique construction that is shaped by his or her own value system. ? Constructivist Learning as a Process of Meaning- Making (Preskill & Torres, 2000)
- 11. Self-Experimentation ? The goal is not to learn about human beings in general ? The goal is to learn something about yourself
- 12. So What Good is Self- Experimentation? ? Medical Research (Weisse, 2012) ? Infectious Disease, pharmacology ? Vaccinations ? Generate and Develop New & Plausible Ideas (Roberts, 2004) ? A priori version Exploratory Data Analysis ? Shangri-La Diet ? Rate of idea generation increased Take Findings from Self-Study into Experimental Design
- 13. So What Good is Self- Experimentation? ? Critical Thinking and Decision Making (Cowley, Lindgren, & Langdon, 2006) ? An outlet to the curious individual ? ¡°So, which dot am I?¡±
- 14. The Now of Self-Experimentation ? Recent Advances in Technology ¨C Smaller and Faster ¨C Smart Phone Apps ¨C Gadgets ¨C Web-based applications ? Soon¡ ¨C Data Collection, Analysis, Interpretation Simultaneously (Wolf, 2010)
- 15. The Quantified Self Marrying Technology and Self-Improvement ? 2007 ? Gary Wolf and Kevin Kelly ? San Francisco
- 16. The Quantified Self ¡°Self-Knowledge Through Numbers¡± ¡°The self is just our operation center, our consciousness, our moral compass. So, if we want to act more effectively in the world, we have to get to know ourselves better.¡± ¨C Gary Wolf
- 17. ? Most of us have dabbled in self-tracking to some degree ? Bathroom scales ? Logging exercise routines ? But what about your: ¨C Sleeping patterns ¨C Mood ¨C Attention ¨C Energy level fluctuation ¨C Quality of Day ¨C Happiness ¨C Cognitive Ability over time ¨C Temporal Perspective ¨C Etc.
- 18. ¨C Intentional Self-Report ? One must consciously remember to record an event ¨C Fixed Scheduled Signals ¨C Random Signals ? ESM ¨C Auto-Tracking ? Zeo Sleep Manager ? Accelerometers ? Pedometer ? Location
- 19. 1. They have a specific goal ¨C Weight loss 2. They are curious ¨C Increase self-awareness and self-knowledge 3. They want to establish a baseline with which to measure future changes ¨C Personal data is an investment with long-term pay-offs ¨C An exploratory, self-experimentation worldview (Wolf, 2010) Why are People Self-Tracking?
- 20. That¡¯s Interesting! ? The shifting nature of reasons for self- experimentation ? Goal ?? Curiosity ? ? Way of life
- 21. Quantified Self: Website ? The central hub ? 17,000+ unique visitors each month ? 540+ forum members
- 22. Quantified Self: Blog ¡°He most wanted to solve his problems with insomnia, obesity, Ambien dependence, hypertension, and drinking alcohol ¨C what he calls ¡°classic New Yorker problems¡±. He talks about the changes he made to his lifestyle, rules of thumb he discovered, and the amazing progress he has made.¡±
- 23. Quantified Self: Blog ¡°¡was curious about measuring his stress levels. He chose three methods to do this: experience sampling, day reconstruction method, and heart rate. In the video below, he helpfully describes how he went about designing his experiment, how the different methods work and the challenges of each one, and what he learned. He was surprised to discover which method worked best!...¡±
- 24. Quantified Self: Blog ¡°Chloe kept all of her movie ticket stubs since 2001. Inspired by a minimalism streak, she digitized them all and created some cool visualizations. She learned her movie- watching patterns: by day of week, time of day, IMDB movie rating, price, location, who she was with, etc. In the video below, Chloe walks through her most embarrassing movies, how her tastes have changed over time, and other fun things.¡±
- 25. Quantified Self: Forums* ? Apps and Tools ¨C 296 posts ? Learning and Cognition ¨C 90 posts ? Habit Change ¨C 75 posts ? Nutrition ¨C 71 posts ? Sleep ¨C 53 posts ? Medical Tests ¨C 47 posts ? Mood ¨C 35 posts ? Self-Experimentation (general questions) ¨C 29 posts
- 26. Considerations for PP ? How can Positive Psychology embrace advances in technology to promote greater instances of engagement, meaning, and positive emotions? ? How can our research inform psychology on the effects of technology on well-being? ? What are people really interested in learning/doing/achieving? ? Do people feel like they have the means to be happy? (means efficacy)
- 28. Quantified Self Meetups ?Real-World Component ?Show and Tell Meetings 1) What are you doing? 2) How are you doing it? 3) What have you learned?
- 31. QS: Community of Practice ?Where members participate in common practices, depend on one another, identify themselves as part of something larger, and commit themselves to their own and group¡¯s well-being (Preskill & Torres, 2000) ?Come together voluntarily and are drawn by a common force (Brown & Duguid, 1991). ?In this case the common force is an intense curiosity and drive for personal growth and self-knowledge.
- 32. QS: Community of Practice ?Social Support ?Social Learning ?When individuals are provided with opportunities for constructivist learning, they are often transformed by their experiences (Preskill & Torres, 2000) ?MedHelp ?30,000+ new personal tracking projects are started by users every month (Wolf, 2010) ?CureTogether
- 33. What if...* ?Positive Psychology established its own communities of practice around thriving? ?How can Positive Psychology tap into this staggering amount of data? ?Does this type of data collection and self- experimentation help or hurt good science? Why?
- 34. Proposed Study 1: Individual Differences ?Are Self-Quantifiers unique from other populations? ?2 groups; Exp (QS), Control (M-Turk online survey sample) ?The study of positive personal traits and states (Seligman & Csikszentmihalyi, 2000) ?Personal Growth Initiative ?Curiosity ?Subjective Happiness ?Meaning in Life ?Self-Regulation ?Metacognitive Awareness
- 35. Personal Growth Initiative Scale (PGIS) ? An awareness and control of intentional engagement in growth-enhancing cognitions and behaviors in all areas of life (Robitschek, 1999). ¨C Broader than Self-efficacy ? Includes behavioral component ¨C ¡°If I want to change something in my life, I initiate the transition process¡±
- 36. Personal Growth Initiative Scale (PGIS) ? Hypothesis 1: QS group will have significantly higher mean score on PGIS than non-QS group. ¨C ¡°Self-Knowledge through Numbers¡± ? Implies major objective is growth and learning about oneself ? Many QS¡¯ers have specific growth goals in mind
- 38. Curiosity and Exploration Inventory (CEI-II) ? Kashdan et al., 2009 ? Curiosity is a positive emotional-motivational system associated with the recognition, pursuit, and self-regulation of novel and challenging opportunities (Kashdan, Rose, & Fincham, 2004) ? Prompts intentional and proactive behavior in response to stimuli and activity: ¨C Novelty ¨C Complexity ¨C Uncertainty ¨C Conflict
- 39. Curiosity and Exploration Inventory (CEI-II) ? Hypothesis 2: QS group will have significantly higher mean score on CEI-II than non-QS group ¨C A main reason people self-quantify is because they are simply curious (Wolf, 2010) ? But also engage in world around them for new ideas and things to quantify and test
- 41. Subjective Happiness Scale (SHS)* ? Lyubomirsky, Sheldon, & Schkade, (2005) have identified that intentional activity attributes 40% of the variance of one¡¯s chronic happiness. ¨C Self-Experimentation a continual and intentional activity SHS - (Lyubomirksy & Lepper, 1999)
- 42. Subjective Happiness Scale (SHS)* ? Hypothesis 3: QS group will have significantly higher mean score on SHS than non-QS group ? QS more intentionally engaged with their activities ¨C Discovering underlying mechanisms to what makes their lives better or worse and making adjustments along the way
- 44. Meaning in Life Questionnaire (MLQ)* ? Steger, Frazier, Oishi, & Kaler, 2006 ? Kashdan and Steger (2007) have proposed that curiosity is a pathway to meaning in life ? High in trait curiosity reported more frequent growth-oriented behaviors, greater presence in meaning, search for meaning, and life satisfaction (Kashdan & Steger, 2007)
- 45. Meaning in Life Questionnaire (MLQ)* ? Hypothesis 4: QS group will have significantly higher mean score on Presence of Meaning and on Search for Meaning subscales of MLQ than non-QS group. ¨C Self-Experimentation is a worldview and gives meaning (presence) ¨C Search for meaning higher, as QS¡¯ers looking to enhance and augment their self-knowledge and ways they look at themselves in the world
- 46. Metacognitive Awareness Inventory (MAI)* ? Metacognition refers to the ability to reflect upon, understand, and control one¡¯s learning (Schraw and Dennison, 1994) ? Knowledge of Cognition category ¨C 3 subprocesses: ? declarative knowledge, or knowledge about self and about strategies ? procedural knowledge, or knowledge about how to use strategies ? conditional knowledge, knowledge about when and why to use strategies
- 47. Metacognitive Awareness Inventory (MAI)* ? Hypothesis 5: QS group will have significantly higher mean score on the Knowledge of Cognition category of the MAI than non-QS group.
- 48. Self-Regulation of Learning Self- Report Scale (SRL-SRS) ? Measures planning, self-monitoring, self-evaluation, reflection, effort, and self-efficacy in a learning context (Toering, Elferink-Gemser, Jonker, van Heuvelen, & Visscher, 2012 ) ? Self-regulation systems provide the basis for purposeful action and fuel the capacity to guide one¡¯s activities over time and across changing circumstances (Bandura, 1991). ¨C Self-monitoring ¨C Evaluation ¨C Affective self-reaction
- 49. Self-Regulation of Learning Self- Report Scale (SRL-SRS) ? Hypothesis 6: QS group will have significantly higher mean score on SRL-SRS than non-QS group. ¨C QS¡¯ers take self-regulation to the extreme ¨C Evaluation and Self-monitoring are more accurate when quantifying life ¨C Qs¡¯ers may feel positive affect when reflecting on and interpreting data ? Empowering and exciting to see your life ¡°quantified¡±
- 50. Creative Self-Efficacy ? Hypothesis 7: QS group will have significantly higher Creative Self-Effiacy than non-QS group. ¨C Based on Roberts (2004) theory that self- experimentation leads to higher levels of idea generation and development
- 52. mTurk
- 53. QS
- 54. Preliminary Findings ? More Curious ? Evaluate their work less (double check work less, do not check as progressing) ? Higher Presence of Meaning ? Higher Search for Meaning ? Higher levels of Subjective Happiness ? Better at organizing information (DK) ? Worse at remembering information (DK) ? Learn more when interested in the topic (DK)
- 55. Next Steps¡ ? Are QS individuals naturally higher on these constructs ? ? Or are they higher on these constructs because they have initiated and engaged with the self-experimentation process?
- 56. ? I hypothesize that the benefits of self- experimentation lie not in the outcomes, but from engaging in the process. ¨C Derived from idea of ¡°process use¡± as well as my own personal observations/experiences with SE
- 57. Process Use ? M. Q. Patton (1997) Utilization Focused Evaluation ? Process Use is the transformative learning that occurs through participation ? I propose that an upward spiral of continuous transformative learning is initiated when one undergoes long-term self-experimentation. ¨C This learning leads to gradual increases over time in the previous constructs mentioned previously. ¨C Transformational learning occurs when people are active participants in the construction of their own knowledge and belief systems (Preskill & Torres, 2000).
- 58. My Own Experience with QS ? What is most important to my life? ? What am I not satisfied with? ? What am I curious about? ? What is possible? ? How does academic research relate to myself? One experiment ? another ? another ? another ? etc.
- 59. Lumosity.com
- 60. PACO ? Personal Analytics Companion (Bob Evans) ¨C Get Curious Intervention* ? Temporal Perspective Tracker ¨C Prospection (Seligman, in press) ¨C Strengths-Based Tracker (VIA x Gallup StrengthsFinder) ¨C Gratitude Intervention (Lyubomirsky, 2005) ¨C Compliment Intervention ¨C Energy Level Throughout Day ¨C Meditation Timer ¨C Music Creation/Practice/Performance Timer ¨C ESM ¨C Experience Sampling Method (Combo) ¨C Daily Assessment ? Quality of Day ? Stress level ? Productivity ? Creativity ? Qualitative ¨C What was the best part of your day?
- 61. PACO
- 62. PACO
- 65. The Process of SE ? Flow model ¨C As one becomes more skilled in self-experimentation, one seeks out greater challenges ? Depth ¨C What other mediating and moderating mechanisms may be present? ? Breadth ¨C What else can I measure and learn? ? Increasing Complexity ? Increasing Self-Experimentation Self-Efficacy
- 66. Effects of SE on Well-Being ? Does SE, over time, increase personal growth, curiosity, subjective happiness, meaning, metacognitive awareness, and self-regulation? ¨C What do you think? ? Follow-Up Study ¨C Interrupted Time Series (Quasi) Experimental Design ¨C Using PACO ¨C Exp group: Trained on how to create and run a simple self- experiment (monitor affect, end of day assessment, etc.) ¨C Control group: Words With Friends ¨C Measured over time (throughout semester or year)
- 67. Self-Experimentation Capacity Building ? If results are promising, then an implication for Positive Psychology would be an intervention that builds Self-Experimentation Capacity ? A hot topic and practice in Evaluation is for evaluators to focus on Evaluation Capacity Building (ECB), (Preskill,Fetterman, etc.) ¨C empower stakeholders to conduct their own evaluations and engage in the transformative and continual learning that the evaluation process produces
- 68. Self-Experimentation Capacity Building ? Benefit: Researchers can see what they have discovered with real, quantified and operationalized data. ¨C Continuous data stream
- 69. What else? ? Studies on effects of quantification on the evolving Self (Csikszentmihalyi, 1993) ¨C What happens when people identify themselves based on their data? ¨C Social & Personal Identification ? Negative effects of self-quantification & sharing ¨C Is quantification too honest and brutal? ¨C Does it get too creepy? ? Macro effects of an ¡°experimenting society¡± (Campbell)
- 70. The Future Quantified Self ¨C ¡°Wearable Awareness¡± ¨C PlaceMe App ¨C A part of us? ¨C Will there be technology boosters that monitor & manipulate our transmitters and hormones? ¨C Qualitative Self ¨C Scary but also Fascinating
Editor's Notes
- a) briefly describe the history of self-experimentation and its outcomes, b) describe from an ethnographic perspective the ¡°Quantified Self¡± movement (QS), c) propose a study to investigate the possible individual differences between QS groups and non-QS groups, d) examine the underlying process of self-experimentation, and e) propose self-experimentation capacity building interventions
- No internal validity No external validity
- Before and during data collection¡.not after Long-term self-experimentation lasting months of years is a way to gather data to generate ideas Accidents leading to new ideas Discovery of new cause-effect relationships helps one induce good theories Didn¡¯t think of se as scientific¡.thought of it as problem-solving
- Observed that Early adopters, technology lovers, fitness freaks, chronic illness sufferers were uncannily collecting data on their daily habits
- This is where things get interesting
- Describe my own process with PACO and how I got more curious
- Describe my own process with PACO and how I got more curious
- Describe my own process with PACO and how I got more curious
- Describe my own process with PACO and how I got more curious
- Describe my own process with PACO and how I got more curious
- Still in infancy
- Benefits are social support, social learning theory
- Benefits are social support, social learning theory
- Most communities of practice approach growth from a deficit approach
- Most communities of practice approach growth from a deficit approach
- One of the reasons people engage in self-experimentation is to achieve a specific goal
- One of the reasons people engage in self-experimentation is to achieve a specific goal
- Interesting thing here though, is that the curiosity is internally driven and directed, whereas most research looks at curiosity as being externally stimulated
- Interesting thing here though, is that the curiosity is internally driven and directed, whereas most research looks at curiosity as being externally stimulated
- One of main things they track is mood, and what has an effect on mood¡.can they make adjustments along the way to fix their negative states? Or is it more from intentional and engaging activity?
- does self-experimentation change a person¡¯s personal growth initiative, curiosity, subjective happiness, meaning, metacognitive awareness, and/or self-regulation?
- PACO ZEO Lumosity
- Ability to visualize, look for trends, and look for relationships
- Ability to visualize, look for trends, and look for relationships
- Scale from ¡°I¡¯m a Robot Zombie¡± to ¡°I¡¯m More Badass than Da Vinci¡±
- Coaching via email and your data
- Coaching via email and your data
- What other constructs do you find relevant?
- Observed that Early adopters, technology lovers, fitness freaks, chronic illness sufferers were uncannily collecting data on their daily habits