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Complex 
cognitive 
processes 
Conceptual 
understanding Thinking Problem Transfer 
solving
Conceptual Understanding 
 help students understand the main 
concepts in a subject rather than 
just memorizing isolated facts
Concepts are…. 
 categories that group objects, events and 
characteristics on the basis of common 
properties (Zacks & Tversky, 2001). 
 elements of cognition that help to simplify 
and summarize information (Hahn & 
Ramscar, 2001; Klausmeier, 2004; Medin, 
2000).
 Concepts helps to generalize objects in meaningful 
order. 
 Concepts are formed through direct experiences with 
objects or through symbols (e.g., words, formulas, 
graphs and pictures). 
 Concepts helps to improve the efficiency of memory, 
communication and use of time. 
 Some concepts are relatively simple, clear and 
concrete, while others are more complex, fuzzy and 
abstract.
Ways to Prompt Concept Formation 
Learning the features of concepts 
 Defining elements or dimensions that make 
it different from another concept 
 E.g., the feature “three-sided” is important 
of the concept of “triangle”, while size and 
colors are not.
Defining concepts and providing 
examples 
 4 steps in Rule-Example Strategy 
1) define the concepts 
2) clarify terms in the definition 
3) give examples to illustrate key features 
4) provide additional examples
Building concept maps 
 It is a visual presentation of a concept’s 
connections and hierarchical organization. 
 The concept map can be created with the 
assistance of students, or let them try to 
develop individually or in small groups.
 Example of a concept map for dinosaur: 
Reptiles 
Characteristics 
- usually lay eggs 
- vertebrate 
- breathes by lungs 
- ….. 
Non-Dinosaur Reptilian 
- snakes 
- lizards 
- crocodiles 
- turtles 
- ……. 
Dinosaur 
Attributes 
- extinct 
- reptilian 
- ….. 
Types 
- triceratops 
- brontosaur 
- stegosaur 
- …..
 Hypothesis testing 
 Specific assumptions/predictions that can be 
tested to determine whether the theory holds 
up. 
 This is done to come up with a rule about why 
some objects fall within a concept and others 
do not. 
 Examples:
 Prototype Matching 
 A process to decide whether an item is a member 
of a category by comparing it with the most typical 
items of the category (Rosch, 1973). 
 The more similar the item is to the prototype, the 
more likely it is said belongs to the category (e.g.: 
sparrow is more typical birds than ostriches). 
 However, ones may vary greatly but still have 
qualities that make it a member of that category.
Thinking 
 involves manipulating and transforming 
information in memory. 
 Individuals can think about concrete or 
abstract objects; think about the past and 
the future; think about reality and fantasy.
Types of Thinking 
 Reasoning 
logical thinking that uses induction or 
deduction to reach a conclusion. 
Inductive Reasoning deductive Reasoning
Inductive Reasoning 
 involves reasoning from the specific to the 
general. 
 Example: an empirical research of studying a 
sample of participants (specific) in order to 
draw conclusions about the population 
(general) from which the sample is drawn. 
 Inductive conclusion may be very likely, but 
there always is a chance that it is wrong.
Deductive Reasoning 
 involves reasoning from the general to the 
specific. 
 Deductive reasoning is always certain in the 
sense that if the initial rules or assumptions 
are true, then the conclusion will follow directly 
as a matter of logic. 
 Example: 
All philosophers are human. Socrates is a 
philosopher. So, he is a human. (true) 
All philosophers are human. Socrates is a 
human. So, he is a philosopher. (wrong)
 Critical Thinking 
 involves thinking reflectively, productively 
and evaluating the evidence. 
 However, most schools emphasize on 
getting students to give single correct answer 
in an imitative way rather than encouraging 
them to expand their thinking by coming up 
with new ideas and rethinking earlier 
conclusions.
Guidelines to encourage 
critical thinking: 
 Be a guide in helping students to construct 
their own thinking 
 Use thinking-based questioning and 
teaching 
 Provide positive role models for thinking
 Decision Making 
 involves thinking in which individuals 
evaluate alternatives and make choices 
among them. 
 When we make decisions, the rules are 
seldom clear-cut and we may have limited 
knowledge about the consequences of the 
decisions. 
 Normally, people choose the outcome with 
the highest expected value when making 
decisions (Smyth et al., 1994).
Common flaws in decision making : 
 Confirmation bias 
 the tendency to search for and use 
information that supports our ideas rather 
than refutes them. 
 Belief perseverance 
 It is the tendency to hold on to a belief in 
the face of contradictory evidence.
 Overconfidence bias 
 the tendency to have more confidence in 
judgments and decisions than we should 
base on probability or past experience. 
 Hindsight bias 
 the tendency to falsely report (after the fact) 
that we accurately predicted an event.
 Availability heuristic 
 a prediction about the probability of an event 
based on the frequency of the event’s 
past occurrence. 
 Representativeness heuristic 
 we sometimes make faulty decisions 
based on how well something matches a 
prototype rather than its relevance to the 
particular situation.
 Creative Thinking 
 the ability to think about something in novel and 
unusual ways and come up with unique solutions. 
 Convergent thinking: 
-produces one correct answer 
-characteristic of the kind of thinking required on 
conventional intelligence tests. 
 Divergent thinking: 
-produces many answers to the same question 
-more to characteristic of creativity.
Strategies to encourage 
creative thinking 
 Brainstorming 
 a technique in which people play off each other’s 
ideas and say practically whatever comes to mind 
that seems relevant to a particular issue 
 Provide environments that stimulate creativity 
 encourage independent work and make resources 
readily available. 
 provide exercises and activities that stimulate 
students to find insightful solutions. 
 organize field trips to locations where creativity is 
valued.
 Don’t over control students 
 Students’ creativity is diminished when 
teachers hold over expectations for their 
performance and expect perfection from 
them. 
 In contrast, let students select their 
interests and support their inclinations will 
maintain their natural curiosity.
 Encourage intrinsic motivation 
 Intrinsic motivation is the satisfaction 
generated by the work itself. 
 Competition for prizes & formal evaluations will 
undermine intrinsic motivation & creativity. 
 Foster flexible and playful thinking 
 Having fun helps to disarm the inner censor that 
can condemn a student’s ideas as being off-base.

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Week 12 - Complex Cognitive

  • 2. Complex cognitive processes Conceptual understanding Thinking Problem Transfer solving
  • 3. Conceptual Understanding  help students understand the main concepts in a subject rather than just memorizing isolated facts
  • 4. Concepts are….  categories that group objects, events and characteristics on the basis of common properties (Zacks & Tversky, 2001).  elements of cognition that help to simplify and summarize information (Hahn & Ramscar, 2001; Klausmeier, 2004; Medin, 2000).
  • 5.  Concepts helps to generalize objects in meaningful order.  Concepts are formed through direct experiences with objects or through symbols (e.g., words, formulas, graphs and pictures).  Concepts helps to improve the efficiency of memory, communication and use of time.  Some concepts are relatively simple, clear and concrete, while others are more complex, fuzzy and abstract.
  • 6. Ways to Prompt Concept Formation Learning the features of concepts  Defining elements or dimensions that make it different from another concept  E.g., the feature “three-sided” is important of the concept of “triangle”, while size and colors are not.
  • 7. Defining concepts and providing examples  4 steps in Rule-Example Strategy 1) define the concepts 2) clarify terms in the definition 3) give examples to illustrate key features 4) provide additional examples
  • 8. Building concept maps  It is a visual presentation of a concept’s connections and hierarchical organization.  The concept map can be created with the assistance of students, or let them try to develop individually or in small groups.
  • 9.  Example of a concept map for dinosaur: Reptiles Characteristics - usually lay eggs - vertebrate - breathes by lungs - ….. Non-Dinosaur Reptilian - snakes - lizards - crocodiles - turtles - ……. Dinosaur Attributes - extinct - reptilian - ….. Types - triceratops - brontosaur - stegosaur - …..
  • 10.  Hypothesis testing  Specific assumptions/predictions that can be tested to determine whether the theory holds up.  This is done to come up with a rule about why some objects fall within a concept and others do not.  Examples:
  • 11.  Prototype Matching  A process to decide whether an item is a member of a category by comparing it with the most typical items of the category (Rosch, 1973).  The more similar the item is to the prototype, the more likely it is said belongs to the category (e.g.: sparrow is more typical birds than ostriches).  However, ones may vary greatly but still have qualities that make it a member of that category.
  • 12. Thinking  involves manipulating and transforming information in memory.  Individuals can think about concrete or abstract objects; think about the past and the future; think about reality and fantasy.
  • 13. Types of Thinking  Reasoning logical thinking that uses induction or deduction to reach a conclusion. Inductive Reasoning deductive Reasoning
  • 14. Inductive Reasoning  involves reasoning from the specific to the general.  Example: an empirical research of studying a sample of participants (specific) in order to draw conclusions about the population (general) from which the sample is drawn.  Inductive conclusion may be very likely, but there always is a chance that it is wrong.
  • 15. Deductive Reasoning  involves reasoning from the general to the specific.  Deductive reasoning is always certain in the sense that if the initial rules or assumptions are true, then the conclusion will follow directly as a matter of logic.  Example: All philosophers are human. Socrates is a philosopher. So, he is a human. (true) All philosophers are human. Socrates is a human. So, he is a philosopher. (wrong)
  • 16.  Critical Thinking  involves thinking reflectively, productively and evaluating the evidence.  However, most schools emphasize on getting students to give single correct answer in an imitative way rather than encouraging them to expand their thinking by coming up with new ideas and rethinking earlier conclusions.
  • 17. Guidelines to encourage critical thinking:  Be a guide in helping students to construct their own thinking  Use thinking-based questioning and teaching  Provide positive role models for thinking
  • 18.  Decision Making  involves thinking in which individuals evaluate alternatives and make choices among them.  When we make decisions, the rules are seldom clear-cut and we may have limited knowledge about the consequences of the decisions.  Normally, people choose the outcome with the highest expected value when making decisions (Smyth et al., 1994).
  • 19. Common flaws in decision making :  Confirmation bias  the tendency to search for and use information that supports our ideas rather than refutes them.  Belief perseverance  It is the tendency to hold on to a belief in the face of contradictory evidence.
  • 20.  Overconfidence bias  the tendency to have more confidence in judgments and decisions than we should base on probability or past experience.  Hindsight bias  the tendency to falsely report (after the fact) that we accurately predicted an event.
  • 21.  Availability heuristic  a prediction about the probability of an event based on the frequency of the event’s past occurrence.  Representativeness heuristic  we sometimes make faulty decisions based on how well something matches a prototype rather than its relevance to the particular situation.
  • 22.  Creative Thinking  the ability to think about something in novel and unusual ways and come up with unique solutions.  Convergent thinking: -produces one correct answer -characteristic of the kind of thinking required on conventional intelligence tests.  Divergent thinking: -produces many answers to the same question -more to characteristic of creativity.
  • 23. Strategies to encourage creative thinking  Brainstorming  a technique in which people play off each other’s ideas and say practically whatever comes to mind that seems relevant to a particular issue  Provide environments that stimulate creativity  encourage independent work and make resources readily available.  provide exercises and activities that stimulate students to find insightful solutions.  organize field trips to locations where creativity is valued.
  • 24.  Don’t over control students  Students’ creativity is diminished when teachers hold over expectations for their performance and expect perfection from them.  In contrast, let students select their interests and support their inclinations will maintain their natural curiosity.
  • 25.  Encourage intrinsic motivation  Intrinsic motivation is the satisfaction generated by the work itself.  Competition for prizes & formal evaluations will undermine intrinsic motivation & creativity.  Foster flexible and playful thinking  Having fun helps to disarm the inner censor that can condemn a student’s ideas as being off-base.