Human Centered Computing 
IFI7172, Lesson 5 
@ Sónia Sousa, 2014 1
Objective 
• The objective of this lesson is to 
– Present reading key concepts; (1:30 h) 
– Gather groups and design concept maps. (30m) 
– Sum up (15m) 
• Address the notion behind the technology acceptance 
model; 
• Basic Concept underlying the model; and 
• Explain it different variation and construct definitions. 
@ Sónia Sousa, 2014 2
Technology acceptance model 
READING ASSIGN 3
STS Common understand 
– Group of 4 work on a common understand 
• 30 minutes 
– go to TAM Key concepts 
– build a Concept map or Mind map base on those concepts 
and your previous reading 
» you can use Cmaps tools 
» or you can use this online tools 
• http://www.wisemapping.com/ 
• http://www.mindmeister.com/ 
– Present 
• 10 minutes 
@ Sónia Sousa, 2014 4
Fundamental notions 
@ Sónia Sousa, 2014 5
Main idea behind model 
• Technology acceptance model 
– is an attempt to better understand the process of 
technology acceptance within organizations 
• It includes 4 versions 
– TAM 1 
– TAM 2 
– TAM 3 
– UTAUT 
Basic Concept underlying the model 
@ Sónia Sousa, 2014 6
Technology acceptance model 
• Main Idea behind the model 
– 2 key factors affects their adoption/acceptance 
decision 
• HOW and WHEN they they will use it 
• It replaces TRA’s attitude measures with 
– technology acceptance measures 
• ease of use, and usefulness
Models that support TAM 
• Theory of Reasoned Action (TRA) 
– Motivational Model (MM) 
• this models aims to predict behavioral intention 
• Theory of Planned Behavior (TPB) 
– Decomposed Theory of Planned Behavior (DTPB) 
– Links beliefs and behaviors; and was made to improve 
TRA 
• Technology Acceptance model (TAM) 
– Is an extension of theory of reasoned action (TRA) 
– Also combines TRA and TPB
Theory of Reasoned Action (TRA) 
Attitude Towards 
Behaviour 
Subjective 
Norm 
Behavioural 
Intention 
Behaviour 
Motivational Model (MM) 
Need, Desire, 
Expectancy, 
Anticipation 
Behaviour Action Goal Incentive 
Behaviour 
Modification
Model Core Constructs Definitions 
Theory of Planned 
Behavior (TPB) 
Attitude Toward 
Behavior 
Adapted from TRA 
Subjective Norm Adapted from TRA 
Perceived Behavioral 
Control 
• the perceived ease or difficulty of performing the behavior 
• In context of IS research, perceptions of internal and 
external constraints on behavior 
Theory of Reasoned 
Action (TRA) 
Attitude Toward 
Behavior 
individual’s positive or negative feelings about performing 
the target behavior 
Subjective Norm 
the person’s perception that most people who are 
important to him think he should or should not perform the 
behavior in question 
@ Sónia Sousa, 2014 10
Decomposed Theory of 
Planned Behaviour 
1995 
Attitude 
Towards 
Behaviour 
Subjective 
Norm 
Behavioural 
Intention 
Behaviour 
Perceived 
Behavioural 
Control 
Ease-of-Use 
Perceived 
Usefulness 
Compatibility 
Peer Influence 
Superior’s 
Influence 
Self-efficacy 
Resource 
facilitating 
condition 
Technology 
facilitating 
condition 
@ Sónia Sousa, 2014 11
Technology Acceptance Model 
• Cmbines TRA and TPB 
– Replaces TRA’s attitude measures with 
• technology acceptance measures 
– Perceived usefulness (PU) 
– Perceived ease-of-use (PEOU) 
1989 
Attitude Towards Using 
Perceived 
Usefulness 
Perceived Ease of 
Use 
Behavioural Intention Actual Use 
Subjective norm 
Perceived Behaviour 
control 
@ Sónia Sousa, 2014 12
Venkatesh, V. and Davis, F.D. "A Theoretical Extension of 
the Technology Acceptance Model: Four Longitudinal 
Field Studies," Management Science, 46, 2000, 186-204. 
Social 
influence 
process 
Cognitive process 
TAM2 
Technology Acceptance Model 
@ Sónia Sousa, 2014 13
TAM3 
Technology Acceptance Model 
Venkatesh, V. and Bala, H. “TAM 3: Advancing the 
Technology Acceptance Model with a Focus on 
Interventions,” Manuscript in-preparation.
Technology Acceptance Model (TAM2) 
Model Core Constructs Definitions 
Combined TAM 
and TPB (C-TAM-TPB) 
Perceived 
Usefulness 
the degree to which a person believes that using a 
particular system would enhance job performance 
Perceived Ease of 
Use 
the degree to which a person believes that using a 
particular system would be free of effort 
Subjective Norm Adapted from TRA/TPB. Included in TAM2 only 
Attitude Toward 
using 
Adapted from TRA/TPB 
Perceived 
Behavioral 
Control 
Adapted from TRA/TPB 
@ Sónia Sousa, 2014 15
UTAUT Research Model 
• Integrates elements across the above models 
– 4 core determinants of intention and usage, 
– 4 moderators of key relationship 
Performance 
Expectancy 
Effort 
Expectancy 
Social 
Influence 
Facilitating 
Conditions 
Gender 
Behavioral 
Intention 
Usage 
Behavior 
Age Experience 
Voluntariness 
of Use
Unified theory of acceptance and use 
of technology UTAUT 
Performance 
Expectancy 
Effort 
Expectancy 
Social 
Influence 
Facilitating 
Conditions 
Gender 
Behavioral 
Intention 
Usage 
Behavior 
Age Experience 
Voluntariness 
of Use 
@ Sónia Sousa, 2014 17
Construct Definitions 
• Attitude: 
– Individual's positive or negative feeling about performing the 
target behavior (e.g., using a system). 
• Behavioral intention: 
– The degree to which a person has formulated conscious plans to 
perform or not perform some specified future behavior. 
• Computer anxiety: 
– The degree of an individual’s apprehension, or even fear, when 
she/he is faced with the possibility of using computers. 
• Computer playfulness: 
– The degree of cognitive spontaneity in microcomputer 
interactions. 
@ Sónia Sousa, 2014 18
Construct Definitions 
• Computer self-efficacy: 
– The degree to which an individual beliefs that he or she has the 
ability to perform specific task/job using computer. 
• Effort expectancy: 
– The degree of ease associated with the use of the system. 
• Facilitating conditions: 
– The degree to which an individual believes that an 
organizational and technical infrastructure exists to support use 
of the system. 
• Image: 
– The degree to which use of an innovation is perceived to 
enhance one's status in one's social system. 
@ Sónia Sousa, 2014 19
Construct Definitions 
• Job relevance: 
– Individual's perception regarding the degree to which the 
target system is relevant to his or her job. 
• Objective usability: 
– A comparison of systems based on the actual level (rather 
than perceptions) of effort required to complete specific 
tasks. 
• Output quality: 
– The degree to which an individual believes that the system 
performs his or her job tasks well. 
@ Sónia Sousa, 2014 20
Construct Definitions 
• Performance expectancy: 
– The degree to which an individual believes that using the 
system will help him or her to attain gains in job 
performance. 
• Perceived ease of use: 
– See the definition of effort expectancy. 
• Perceived enjoyment: 
– The extent to which the activity of using a specific system 
is perceived to be enjoyable in it’s own right, aside from 
any performance consequences resulting from system use. 
• Perceived usefulness: 
– See the definition of performance expectancy.
Construct Definitions 
• Perception of external control: 
– See the definition of facilitating conditions. 
• Result demonstrability: 
– Tangibility of the results of using the innovation. 
• Social influence: 
– The degree to which an individual perceives that important 
others believe he or she should use the new system. 
• Subjective norm: 
– Person's perception that most people who are important to him 
think he should or should not perform the behavior in question. 
• Voluntariness: 
– The extent to which potential adopters perceive the adoption 
decision to be non-mandatory. 
@ Sónia Sousa, 2014 22

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Hcc lesson6

  • 1. Human Centered Computing IFI7172, Lesson 5 @ Sónia Sousa, 2014 1
  • 2. Objective • The objective of this lesson is to – Present reading key concepts; (1:30 h) – Gather groups and design concept maps. (30m) – Sum up (15m) • Address the notion behind the technology acceptance model; • Basic Concept underlying the model; and • Explain it different variation and construct definitions. @ Sónia Sousa, 2014 2
  • 3. Technology acceptance model READING ASSIGN 3
  • 4. STS Common understand – Group of 4 work on a common understand • 30 minutes – go to TAM Key concepts – build a Concept map or Mind map base on those concepts and your previous reading » you can use Cmaps tools » or you can use this online tools • http://www.wisemapping.com/ • http://www.mindmeister.com/ – Present • 10 minutes @ Sónia Sousa, 2014 4
  • 5. Fundamental notions @ Sónia Sousa, 2014 5
  • 6. Main idea behind model • Technology acceptance model – is an attempt to better understand the process of technology acceptance within organizations • It includes 4 versions – TAM 1 – TAM 2 – TAM 3 – UTAUT Basic Concept underlying the model @ Sónia Sousa, 2014 6
  • 7. Technology acceptance model • Main Idea behind the model – 2 key factors affects their adoption/acceptance decision • HOW and WHEN they they will use it • It replaces TRA’s attitude measures with – technology acceptance measures • ease of use, and usefulness
  • 8. Models that support TAM • Theory of Reasoned Action (TRA) – Motivational Model (MM) • this models aims to predict behavioral intention • Theory of Planned Behavior (TPB) – Decomposed Theory of Planned Behavior (DTPB) – Links beliefs and behaviors; and was made to improve TRA • Technology Acceptance model (TAM) – Is an extension of theory of reasoned action (TRA) – Also combines TRA and TPB
  • 9. Theory of Reasoned Action (TRA) Attitude Towards Behaviour Subjective Norm Behavioural Intention Behaviour Motivational Model (MM) Need, Desire, Expectancy, Anticipation Behaviour Action Goal Incentive Behaviour Modification
  • 10. Model Core Constructs Definitions Theory of Planned Behavior (TPB) Attitude Toward Behavior Adapted from TRA Subjective Norm Adapted from TRA Perceived Behavioral Control • the perceived ease or difficulty of performing the behavior • In context of IS research, perceptions of internal and external constraints on behavior Theory of Reasoned Action (TRA) Attitude Toward Behavior individual’s positive or negative feelings about performing the target behavior Subjective Norm the person’s perception that most people who are important to him think he should or should not perform the behavior in question @ Sónia Sousa, 2014 10
  • 11. Decomposed Theory of Planned Behaviour 1995 Attitude Towards Behaviour Subjective Norm Behavioural Intention Behaviour Perceived Behavioural Control Ease-of-Use Perceived Usefulness Compatibility Peer Influence Superior’s Influence Self-efficacy Resource facilitating condition Technology facilitating condition @ Sónia Sousa, 2014 11
  • 12. Technology Acceptance Model • Cmbines TRA and TPB – Replaces TRA’s attitude measures with • technology acceptance measures – Perceived usefulness (PU) – Perceived ease-of-use (PEOU) 1989 Attitude Towards Using Perceived Usefulness Perceived Ease of Use Behavioural Intention Actual Use Subjective norm Perceived Behaviour control @ Sónia Sousa, 2014 12
  • 13. Venkatesh, V. and Davis, F.D. "A Theoretical Extension of the Technology Acceptance Model: Four Longitudinal Field Studies," Management Science, 46, 2000, 186-204. Social influence process Cognitive process TAM2 Technology Acceptance Model @ Sónia Sousa, 2014 13
  • 14. TAM3 Technology Acceptance Model Venkatesh, V. and Bala, H. “TAM 3: Advancing the Technology Acceptance Model with a Focus on Interventions,” Manuscript in-preparation.
  • 15. Technology Acceptance Model (TAM2) Model Core Constructs Definitions Combined TAM and TPB (C-TAM-TPB) Perceived Usefulness the degree to which a person believes that using a particular system would enhance job performance Perceived Ease of Use the degree to which a person believes that using a particular system would be free of effort Subjective Norm Adapted from TRA/TPB. Included in TAM2 only Attitude Toward using Adapted from TRA/TPB Perceived Behavioral Control Adapted from TRA/TPB @ Sónia Sousa, 2014 15
  • 16. UTAUT Research Model • Integrates elements across the above models – 4 core determinants of intention and usage, – 4 moderators of key relationship Performance Expectancy Effort Expectancy Social Influence Facilitating Conditions Gender Behavioral Intention Usage Behavior Age Experience Voluntariness of Use
  • 17. Unified theory of acceptance and use of technology UTAUT Performance Expectancy Effort Expectancy Social Influence Facilitating Conditions Gender Behavioral Intention Usage Behavior Age Experience Voluntariness of Use @ Sónia Sousa, 2014 17
  • 18. Construct Definitions • Attitude: – Individual's positive or negative feeling about performing the target behavior (e.g., using a system). • Behavioral intention: – The degree to which a person has formulated conscious plans to perform or not perform some specified future behavior. • Computer anxiety: – The degree of an individual’s apprehension, or even fear, when she/he is faced with the possibility of using computers. • Computer playfulness: – The degree of cognitive spontaneity in microcomputer interactions. @ Sónia Sousa, 2014 18
  • 19. Construct Definitions • Computer self-efficacy: – The degree to which an individual beliefs that he or she has the ability to perform specific task/job using computer. • Effort expectancy: – The degree of ease associated with the use of the system. • Facilitating conditions: – The degree to which an individual believes that an organizational and technical infrastructure exists to support use of the system. • Image: – The degree to which use of an innovation is perceived to enhance one's status in one's social system. @ Sónia Sousa, 2014 19
  • 20. Construct Definitions • Job relevance: – Individual's perception regarding the degree to which the target system is relevant to his or her job. • Objective usability: – A comparison of systems based on the actual level (rather than perceptions) of effort required to complete specific tasks. • Output quality: – The degree to which an individual believes that the system performs his or her job tasks well. @ Sónia Sousa, 2014 20
  • 21. Construct Definitions • Performance expectancy: – The degree to which an individual believes that using the system will help him or her to attain gains in job performance. • Perceived ease of use: – See the definition of effort expectancy. • Perceived enjoyment: – The extent to which the activity of using a specific system is perceived to be enjoyable in it’s own right, aside from any performance consequences resulting from system use. • Perceived usefulness: – See the definition of performance expectancy.
  • 22. Construct Definitions • Perception of external control: – See the definition of facilitating conditions. • Result demonstrability: – Tangibility of the results of using the innovation. • Social influence: – The degree to which an individual perceives that important others believe he or she should use the new system. • Subjective norm: – Person's perception that most people who are important to him think he should or should not perform the behavior in question. • Voluntariness: – The extent to which potential adopters perceive the adoption decision to be non-mandatory. @ Sónia Sousa, 2014 22