Frontiers of Engineering Education

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Frontiers of Engineering Education

  1. 1. 1+ =3
  2. 2. f(x) = ax2 + bx + c 1+ =3
  3. 3. f(x) = ax2 + bx + c 1+ =3
  4. 4. 1+ =3
  5. 5. f(x) = ax2 + bx + c 1+ =3
  6. 6. Why do we need to know this, man? f(x) = ax2 + bx + c 1+ =3
  7. 7. Why do we need to know this, man? Details
  8. 8. Big Picture Why do we need to know this, man? Details
  9. 9. Big Picture Details
  10. 10. Big Picture Details
  11. 11. Big Picture Details
  12. 12. Big Picture Details
  13. 13. Big Picture Cool! Details
  14. 14. Communities of Practice
  15. 15. culture
  16. 16. culture
  17. 17. culture
  18. 18. culture
  19. 19. culture
  20. 20. culture
  21. 21. Epistemic Frame
  22. 22. Games are cultures
  23. 23. R eflection-in-action
  24. 24. T thinking that reshapes what we are doing while we are doing it
  25. 25. thinking that reshapes what we are doing while we are doing it K ways of knowing
  26. 26. D ways of doing thinking that reshapes what we are doing while we are doing it ways of knowing
  27. 27. ways of doing P practicum ways of knowing
  28. 28. A action practicum R reflectionon-action
  29. 29. action practicum reflectionon-action
  30. 30. action practicum reflectionon-action
  31. 31. practicum R eflection-in-action
  32. 32. practicum
  33. 33. 100% 90% 80% 70% 60% 50% 40% 30% 20% 10% 0% Year 1 Year 2 Year 3
  34. 34. Women like teamwork!
  35. 35. d = + 0.28
  36. 36. d = + 0.28
  37. 37. d = + 0.91
  38. 38. d = + 0.91
  39. 39. We value what we can measure —Don Norman
  40. 40. We^value what we can measure
  41. 41. Skills Knowledge Identity Values Epistemology
  42. 42. Skills Knowledge Identity Values Epistemology
  43. 43. Epistemic Network Analysis (ENA)
  44. 44. B A
  45. 45. B A
  46. 46. B C A D
  47. 47. E B C F D A ©2005, 2008 David Williamson Shaffer
  48. 48. E B A C D F
  49. 49. B C D A F E ©2005, 2008 David Williamson Shaffer
  50. 50. B F D C A E
  51. 51. A B
  52. 52. C A B ©2005, 2008 David Williamson Shaffer
  53. 53. C F A B ©2005, 2008 David Williamson Shaffer
  54. 54. C F D A B ©2005, 2008 David Williamson Shaffer
  55. 55. C F D A B E ©2005, 2008 David Williamson Shaffer
  56. 56. C F D A B E ©2005, 2008 David Williamson Shaffer
  57. 57. C F D A B E ©2005, 2008 David Williamson Shaffer
  58. 58. C F D A B E ©2005, 2008 David Williamson Shaffer
  59. 59. C F D A B E ©2005, 2008 David Williamson Shaffer
  60. 60. C F D A B E ©2005, 2008 David Williamson Shaffer
  61. 61. C F D A B E ©2005, 2008 David Williamson Shaffer
  62. 62. C F D Epistemology of Design B E ©2005, 2008 David Williamson Shaffer
  63. 63. C Skill of Data Analysis D Epistemology of Design B E ©2005, 2008 David Williamson Shaffer
  64. 64. C Skill of Data Analysis D Valuing the Client Epistemology of Design E ©2005, 2008 David Williamson Shaffer
  65. 65. Identity as Engineer Skill of Data Analysis Knowledge of Materials Valuing the Client Epistemology of Design Skill of Compromising ©2005, 2008 David Williamson Shaffer
  66. 66. Identity as Engineer Skill of Data Analysis Knowledge of Materials Valuing the Client Epistemology of Design Skill of Compromising ©2005, 2008 David Williamson Shaffer
  67. 67. Identity as Engineer Skill of Data Analysis Knowledge of Materials Valuing the Client Epistemology of Design Skill of Compromising ©2005, 2008 David Williamson Shaffer
  68. 68. Identity as Engineer Experienced Engineers Skill of Data Analysis Knowledge of Materials Valuing the Client Epistemology of Design Skill of Compromising ©2005, 2008 David Williamson Shaffer
  69. 69. Identity as Engineer Experienced Engineers Skill of Data Analysis First-year Students Knowledge of Materials Valuing the Client Epistemology of Design Skill of Compromising ©2005, 2008 David Williamson Shaffer
  70. 70. Chat Discourse
  71. 71. Utterance
  72. 72. 1 2 3 4 5 6 7 8 E6 V4 S5 1 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 I2 K1K2K3 0 1 0 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 1
  73. 73. Epistemology of Design 1 2 3 4 5 6 7 8 E6 V4 S5 1 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 I2 K1K2K3 0 1 0 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 1
  74. 74. Value of Client 1 2 3 4 5 6 7 8 E6 V4 S5 1 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 I2 K1K2K3 0 1 0 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 1
  75. 75. Skill of Data Analysis 1 2 3 4 5 6 7 8 E6 V4 S5 1 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 I2 K1K2K3 0 1 0 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 1
  76. 76. Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  77. 77. Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  78. 78. Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  79. 79. Stanza Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  80. 80. Stanza B F D A E C Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  81. 81. Stanza Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  82. 82. Stanza Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  83. 83. Stanza Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  84. 84. Stanza Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0
  85. 85. Stanza E6 V4 S5 Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 K1 I2 K3
  86. 86. Stanza E6 V4 S5 Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 K1 I2 K3
  87. 87. E6 V4 S5 K1 I2 K3
  88. 88. E6 V4 S5 K1 I2 K3
  89. 89. d = + 0.28
  90. 90. Collaboration
  91. 91. Collaboration Design
  92. 92. Collaboration Data Design
  93. 93. Collaboration Data Design
  94. 94. Design Data Collaboration
  95. 95. Design Data Collaboration
  96. 96. Design Data Collaboration
  97. 97. Design Data Collaboration
  98. 98. Civics? Design Data Collaboration
  99. 99. G T ames to each
  100. 100. G C ames are ultures
  101. 101. G C ames can create ultures of thinking
  102. 102. epistemicgames.org
  103. 103. epistemicgames.org @epistemicgames Epistemic Games
  104. 104. Chat Discourse
  105. 105. Utterance
  106. 106. 1 2 3 4 5 6 7 8 E6 V4 S5 1 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 I2 K1K2K3 0 1 0 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 1
  107. 107. Epistemology of Design 1 2 3 4 5 6 7 8 E6 V4 S5 1 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 I2 K1K2K3 0 1 0 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 1
  108. 108. Value of Client 1 2 3 4 5 6 7 8 E6 V4 S5 1 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 I2 K1K2K3 0 1 0 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 1
  109. 109. Skill of Data Analysis 1 2 3 4 5 6 7 8 E6 V4 S5 1 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 I2 K1K2K3 0 1 0 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 0 1
  110. 110. Semantic Coding AI Complete Problem
  111. 111. Structural Functional Linguistic Codes Skills Knowledge Identity Values Epistemology
  112. 112. Structural Functional Linguistic Codes Domain codes Skills Knowledge Identity Values Epistemology
  113. 113. Domain codes Structural Functional Linguistic Codes
  114. 114. Domain codes Structural Functional Linguistic Codes Conjunctive Coding
  115. 115. Domain codes Structural Functional Linguistic Codes
  116. 116. Structural Functional Linguistic Codes Domain codes Value of Surfactants
  117. 117. Structural Functional Linguistic Codes Domain codes Value of Surfactants
  118. 118. Domain codes Structural Functional Linguistic Codes Engineering Identity
  119. 119. Domain codes Structural Functional Linguistic Codes Engineering Identity
  120. 120. Human Agreement with AutoCoder E and AC E/Data E/Design E/Clients E/Consultants V/Clients V/Consultants S/Data S/Design S/Professionalism S/Collaboration I/Engineer I/Intern K/Nanotech K/Surfactants K/Attributes K/Data K/Design K/Clients K/Materials K/Processes N1 and N2 E1 and E2 0.521463 0.64044 0.746846 0.764168 0.538768 0.493692 0.76369 0.801079 0.645465 0.694157 0.479239 0.921389 1 0.95827 0.981197 0.63988 0.728741 1 0.637786 0.364711 0.321308 0.479389 0.796759 0.566491 0.663687 0.663311 0.615417 0.466942 0.456452 0.666465 0.824869 0.816862 0.796759 0.965993 0.900837 0.784384 0.771417 0.945658 0.916048 0.811285 0.697609 0.54518 0.746846 0.853813 0.663311 0.663311 0.940922 0.728728 0.72107 0.888954 0.560584 0.853813 1 0.919605 0.990646 0.869369 0.774949 1 0.984033 0.95827
  121. 121. Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  122. 122. Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  123. 123. Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  124. 124. Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  125. 125. Stanza Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  126. 126. Stanza Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  127. 127. Stanza Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  128. 128. Stanza Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 Codes by Utterance E6 V4 S5 I2 K1K2K3 1 1 0 0 0 1 0 0 2 0 0 0 0 1 1 0 3 0 0 0 0 0 0 0 4 1 0 1 0 1 0 0 5 1 0 0 0 0 0 0 6 0 0 0 0 0 0 1 7 0 0 0 0 1 0 0 8 0 0 0 1 0 0 1
  129. 129. Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0
  130. 130. Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 Adjacency Matrix for the Stanza E6 V4 S5 I2 K1 K2 K3 E6 0 0 1 0 1 0 0 V4 0 0 0 0 0 0 0 S5 1 0 0 0 1 0 0 I2 0 0 0 0 0 0 0 K1 1 0 1 0 0 0 0 K2 0 0 0 0 0 0 0 K3 0 0 0 0 0 0 0
  131. 131. Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 Adjacency Matrix for the Stanza E6 V4 S5 I2 K1 K2 K3 E6 0 0 1 0 1 0 0 V4 0 0 0 0 0 0 0 S5 1 0 0 0 1 0 0 I2 0 0 0 0 0 0 0 K1 1 0 1 0 0 0 0 K2 0 0 0 0 0 0 0 K3 0 0 0 0 0 0 0
  132. 132. Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 Adjacency Matrix for the Stanza E6 V4 S5 I2 K1 K2 K3 E6 0 0 1 0 1 0 0 V4 0 0 0 0 0 0 0 S5 1 0 0 0 1 0 0 I2 0 0 0 0 0 0 0 K1 1 0 1 0 0 0 0 K2 0 0 0 0 0 0 0 K3 0 0 0 0 0 0 0
  133. 133. Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 Adjacency Matrix for the Stanza E6 V4 S5 I2 K1 K2 K3 E6 0 0 1 0 1 0 0 V4 0 0 0 0 0 0 0 S5 1 0 0 0 1 0 0 I2 0 0 0 0 0 0 0 K1 1 0 1 0 0 0 0 K2 0 0 0 0 0 0 0 K3 0 0 0 0 0 0 0
  134. 134. Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 Adjacency Matrix for the Stanza E6 V4 S5 I2 K1 K2 K3 E6 0 0 1 0 1 0 0 V4 0 0 0 0 0 0 0 S5 1 0 0 0 1 0 0 I2 0 0 0 0 0 0 0 K1 1 0 1 0 0 0 0 K2 0 0 0 0 0 0 0 K3 0 0 0 0 0 0 0
  135. 135. Codes by Stanza E6 V4 S5 I2 K1K2K3 1 0 1 0 1 0 0 Adjacency Matrix for the Stanza E6 V4 S5 I2 K1 K2 K3 E6 0 0 1 0 1 0 0 V4 0 0 0 0 0 0 0 S5 1 0 0 0 1 0 0 I2 0 0 0 0 0 0 0 K1 1 0 1 0 0 0 0 K2 0 0 0 0 0 0 0 K3 0 0 0 0 0 0 0
  136. 136. C F D A B E ©2005, 2008 David Williamson Shaffer
  137. 137. C F Cumulative Adjacency Matrix D A B E
  138. 138. C F Cumulative Adjacency Matrix D A B E
  139. 139. C F Cumulative Adjacency Matrix D A B E
  140. 140. C F Cumulative Adjacency Matrix D A B E
  141. 141. C F Cumulative Adjacency Matrix D A B E
  142. 142. Cumulative Adjacency Matrix
  143. 143. C F D A B E ©2005, 2008 David Williamson Shaffer

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