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Balancing Human and Automation Levels for the Manufacturing Workplaces of the Future
ACE Cluster webinar, 14/11/2018
Evaluation of job satisfaction: a psychological approach
Margarita Anastassova, CEA LIST
Objectives and general approach
2
§ Definition of a theoretical framework for promoting workers’ satisfaction and
organisational performance, on the basis of existing approaches in
ergonomics
§ Description of current approaches to job satisfaction evaluation
§ Establishment of concrete measures of this satisfaction and performance
§ Application of these measures in MANUWORK use cases
3
§ Approach
§ Analysis of theoretical frameworks and
approaches (SOA)
§ Definitions of workers’ / employees’ /
job satisfaction
§ Psychological or psychosocial
theories behind the definitions
§ Factors covered by a given
approach
Evaluating Worker Satisfaction
4
§ Definitions of job / workers’ satisfaction
§ One of the most researched variables in workplace psychology (Lu et al., 2012)
§ Numerous definitions covering:
§ the affective feeling an employee has towards their job or specific aspects of it (e.g.
colleagues, pay or working conditions)
§ the extent to which work outcomes meet or exceed expectations
§ More recently: a multidimensional psychological concept with cognitive (evaluative),
affective (or emotional), and behavioral components (Hulin & Judge, 2003).
• Lu, H., Barriball, K. L., Zhang, X. & While, A.E.. ‘Job satisfaction among hospital nurses revisited: A systematic review’,
International Journal of Nursing Studies, 49, 2012, pp. 10-17.
• Hulin, C. L., & Judge, T. A. (2003). Job attitUdes. In W. C. Borman, D. R. ligen, & R. J. Klimoski (Eds.), Handbook of psychology:
Industrial and organizational psychology (pp. 255-276). Hoboken, NJ: Wiley.
Evaluating Worker Satisfaction
5
§ Theories behind the concept of job / workers’ satisfaction
§ Range of Affect Theory (Locke, 1976): the most famous one
§ Satisfaction is determined by a discrepancy between what one wants in a job and what
one has in a job.
§ Dispositional approach (Staw, 2005)
§ Individuals vary in their tendency to be satisfied with their jobs, i.e. job satisfaction is to
some extent an individual trait
• Locke, E. A. (1976). The nature and causes of job satisfaction. In M. D. Dunnette (Ed.), Handbook of industrial and
organizational psychology (pp. 1297–1349). Chicago: Rand McNally
• Staw, B. M.; Cohen-Charash, Y. (2005). "The dispositional approach to job satisfaction: More than a mirage, but not yet an
oasis: Comment". Journal of Organizational Behavior. 26 (1): 59–78
Evaluating Worker Satisfaction
6
§ Theories behind the concept of job /
workers’ satisfaction
§ Job Characteristics Model (Hackman &
Oldham,1975)
§ Main premise:
§ Job satisfaction occurs when the work
environment encourages intrinsically
motivating characteristics.
§ Five key job characteristics (skill variety, task
identity, task significance, autonomy and
feedback) influence three psychological
states
• Hackman, J.R., & Oldham, G.R., ‘Development of the Job
Diagnostic Survey’, Journal of Applied Psychology, 60, 1975, pp. 161.
Evaluating Worker Satisfaction
7
§ Analysis based on 13 psychometric and socio-organizational factors, which are important for
workers’ satisfaction and productivity (D3.3, submitted in M24)
§ Psychological support
§ Organizational culture oriented to trust and honesty
§ Clear leadership and expectations
§ Civility and respect
§ Psychological competencies and requirements
§ Growth and development
§ Recognition and reward
§ Involvement and influence
§ Workload management
§ Balance
§ Psychological protection
§ Protection of physical safety
Psychosocial characteristics & job satisfaction
8
§ Methodology: one visit to Lantegi, a number of
discussions with Lantegi ergonomists and a
theoretical analysis of the Profiling method
§ Major results:
§ Very structured, exemplary approach to all
psychosocial factors and job satisfaction
evaluation
§ The results on workers’ satisfaction and
performance are remarkable.
§ Employees are generally satisfied with their
work conditions, feel engaged with the
organizational goals and motivated to
achieve them
MANUWORK user cases: psychosocial characteristics & job satisfaction
9
§ Methodology: several visits to Safran, a number of discussions with the MANUWORK
project manager there and 13 semi-directed interviews with operators and line managers
§ Major results:
§ In Safran, there is a less structured approach to work organization and job satisfaction
evaluation than in Lantegi.
§ However, the operators express general satisfaction with their working conditions as their work
asks for particular competences, for which they are recognized and estimated + working for a
world leader
§ More efforts could be done to improve the communication with higher hierarchical levels
MANUWORK user cases: psychosocial characteristics & job satisfaction
10
§ Methodology: several visits to Volvo done by the Univesity of Skövde. Interviews with
operators and supervisors were done during these visits
§ Major results:
§ A focus on work-related factors affecting job satisfaction.
§ A lot effort is put in introducing automation, which limits or almost eliminates the lifting of
heavy loads.
§ Also, work-life balance is taken into account and no particular complaints are expressed
about this.
§ In general, the interviewees were highly satisfied with their jobs and with the idea of
working in a highly technological company.
§ A possible point of improvement was the management of the uncertainty as far as the
operation of the automation is concerned.
MANUWORK user cases: psychosocial characteristics & job satisfaction
Measurement of satisfaction
11
The most common and cost-effective way of measurement (chosen also
for MANUWORK)
• Use of rating scales where employees report their reactions to their jobs
• Questions relate to rate of pay, work responsibilities, variety of tasks,
promotional opportunities the work itself and co-workers
• Examples:
• yes/no questions
• Rank satisfaction on 1-5 scale (where 1 represents “not at all satisfied”
and 5 represents “extremely satisfied”)
Validity of the instruments
Van Saane, N., Sluiter, J.K., Verbeek, J.H.A.M. & Frings-Dresen, M.H.W., ‘Reliability and validity of instruments measuring job satisfaction-
a systematic review’, Occupational Medicine, 53, 2003, pp. 191.
Name Items Answer scale Factors assessed
Job in General Scale 18 items Three answer categories (yes, ?, no) General job satisfaction
Andrew and Withney Job Satisfaction
Questionnaire
Five items
Seven-point Likert scale (from 1 - delighted to
7 - not at all satisfied)
General job satisfaction
Job Satisfaction Survey
Multidimensional instrument (nine
subheadings, unknown number of
items)
Six-point Likert scale (from 1 - disagree to 6 -
agree very much)
Salary, promotion, supervision, fringe benefits,
contingent rewards, operating procedures, co-
workers, work and communication
Emergency Physician Job Satisfaction
Scale
79 item multidimensional instrument
Seven-point Likert scale (from -3 - strongly
disagree to 3 - strongly agree)
General job satisfaction and administrative
autonomy, clinical autonomy, resources, social
relationships, lifestyle and challenges
McClosky/Mueller Satisfaction Scale 31 item multidimensional instrument
Five-point Likert scale (from 1 - very
dissatisfied to 5 - very satisfied)
Extrinsic rewards, scheduling satisfaction, work-
life balance, co-workers, interaction,
professional opportunities, praise/recognition
and control/responsibility
Measure of Job Satisfaction 38 item multidimensional instrument
Five-point Likert scale (from 1 - very
dissatisfied to 5 - very satisfied)
Personnel satisfaction, workload, professional
support, salary, and prospects and training
Nurse Satisfaction Scale 24 item multidimensional scale
Seven-point Likert scale (from 1 - strongly
agree to 7 - strongly disagree)
Administration, co-workers, career, patient care,
relations with supervisor, nursing education and
communication
29 instruments (questionnaires) analysed: only 7 met the criteria of validity and reliability
13
§ Review of valid and reliable instruments
§ Choice of instruments which have proven their validity in a
variety of work contexts (rather than in specific ones)
§ Job in General scale (long and short versions)
§ Andrews and Withey Job Satisfaction Questionnaire
§ A single item questionnaire
§ Instruments sent to Safran and Volvo with a expert evaluation
scale
§ Discussed in a number of telcos and brainstormings with
Lantegi
Measurement of satisfaction in MANUWORK: expert evaluation of instruments
14
§ The Abridged Job in General Scale judged
adapted for an application in Safran
§ No further modifications were proposed for this
instrument
§ Currently, its possible application during the pilot
are discussed (before, during and after the
introduction of MANUWORK technologies)
§ If applied, the approach will focus on job
satisfaction in relation with MANUWORK
technologies and not necessarily to orient
operators to aspects which cannot be modified
during the project or by the project team.
Expert evaluation of instruments: major results
15
§ The Andrews and Withey Job Satisfaction
Questionnaire was judged:
§ With items and scales suitable for the Volvo work
context
§ Small modifications suggestions
§ With clear benefits for management, workers and
unions, as the answers may be used to
continuously improve the workplace.
§ Long term trends can also be used to see if
changes in the workplace affect the workers.
§ Not particularly time consuming to administer
§ => Modified instrument + attitudes to robots
§ Possible applications of the questionnaire +
questionnaire on attitudes to robots (to still be
adapted) is currently discussed
§ Focus on MANUWORK technologies + Ergonomics
Expert evaluation of instruments: major results
1. How do you feel about your job?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
2. How do you feel about the people you work with – your co-workers?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
3. How do you feel about the work you do on your job – the work itself?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
4. What is it like where you work, namely the physical surroundings?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
5. What is it like where you work, namely the hours of work?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
6. What is it like where you work, namely the amount of work you are
asked to do?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
7. How do you feel about the equipment you have for doing your job?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
8. How do you feel about the information you have for doing your job?
1. How do you feel about your job?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
2. How do you feel about the people you work with – your co-workers?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
3. How do you feel about the work you do on your job – the work itself?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
4. What is it like where you work, namely the physical surroundings?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
5. What is it like where you work, namely the hours of work?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
6. What is it like where you work, namely the amount of work you are
asked to do?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
7. How do you feel about the equipment you have for doing your job?
7 6 5 4 3 2 1
Delighted Pleased Mostly
satisfied
Mixed Mostly
dissatisfied
Unhappy Terrible
8. How do you feel about the information you have for doing your job?
Expert evaluation of instruments: major results
16
• The items of the existing instruments were judged, in general, suitable.
However,
• for the Job in General Scale (both versions): salary not suitable
• For all the standardized instruments, aspects related to stress, aging and isolation
were lacking.
• All the standardized instruments were judged too complex to be applied directly. A
simplification of the language and the response options seemed necessary.
• The 7-likert scale was judged too long. A 3 to 5-point Likert scale was proposed.
• For the attitudes to robots questionnaire, a scenario-based presentation of
MANUWORK technologies seemed necessary.
• => New instrument, 14 questions
• A test of the instrument with operators + attitudes to robots is currently discussed
Expert evaluation of instruments: major results
17
Application to the VOLVO and LANTEGI use cases: ROBOT OPINIONS
18
• My interaction with a robot would be clear and understandable (1 – 7)
• I would find a robot useful in the workplace
• Using a robot would enhance my effectiveness in the workplace
• Using a robot in the workplace would increase my productivity
• Using a robot would make my job easier
• Using a robot would improve the workplace
• Using a robot in the workplace would enable me to accomplish tasks more quickly
• I would find a robot easy to use
• I would find a robot to be flexible for me to interact with + 4 more questions
Data collection and analysis in all use cases
19
• Data collection through ISN
• Data analysis in Data Analytics module
• Data use by SKIMATIC
Thank you! www.manuwork.eu
20

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Evaluating Worker Satisfaction for Automation

  • 1. Balancing Human and Automation Levels for the Manufacturing Workplaces of the Future ACE Cluster webinar, 14/11/2018 Evaluation of job satisfaction: a psychological approach Margarita Anastassova, CEA LIST
  • 2. Objectives and general approach 2 § Definition of a theoretical framework for promoting workers’ satisfaction and organisational performance, on the basis of existing approaches in ergonomics § Description of current approaches to job satisfaction evaluation § Establishment of concrete measures of this satisfaction and performance § Application of these measures in MANUWORK use cases
  • 3. 3 § Approach § Analysis of theoretical frameworks and approaches (SOA) § Definitions of workers’ / employees’ / job satisfaction § Psychological or psychosocial theories behind the definitions § Factors covered by a given approach Evaluating Worker Satisfaction
  • 4. 4 § Definitions of job / workers’ satisfaction § One of the most researched variables in workplace psychology (Lu et al., 2012) § Numerous definitions covering: § the affective feeling an employee has towards their job or specific aspects of it (e.g. colleagues, pay or working conditions) § the extent to which work outcomes meet or exceed expectations § More recently: a multidimensional psychological concept with cognitive (evaluative), affective (or emotional), and behavioral components (Hulin & Judge, 2003). • Lu, H., Barriball, K. L., Zhang, X. & While, A.E.. ‘Job satisfaction among hospital nurses revisited: A systematic review’, International Journal of Nursing Studies, 49, 2012, pp. 10-17. • Hulin, C. L., & Judge, T. A. (2003). Job attitUdes. In W. C. Borman, D. R. ligen, & R. J. Klimoski (Eds.), Handbook of psychology: Industrial and organizational psychology (pp. 255-276). Hoboken, NJ: Wiley. Evaluating Worker Satisfaction
  • 5. 5 § Theories behind the concept of job / workers’ satisfaction § Range of Affect Theory (Locke, 1976): the most famous one § Satisfaction is determined by a discrepancy between what one wants in a job and what one has in a job. § Dispositional approach (Staw, 2005) § Individuals vary in their tendency to be satisfied with their jobs, i.e. job satisfaction is to some extent an individual trait • Locke, E. A. (1976). The nature and causes of job satisfaction. In M. D. Dunnette (Ed.), Handbook of industrial and organizational psychology (pp. 1297–1349). Chicago: Rand McNally • Staw, B. M.; Cohen-Charash, Y. (2005). "The dispositional approach to job satisfaction: More than a mirage, but not yet an oasis: Comment". Journal of Organizational Behavior. 26 (1): 59–78 Evaluating Worker Satisfaction
  • 6. 6 § Theories behind the concept of job / workers’ satisfaction § Job Characteristics Model (Hackman & Oldham,1975) § Main premise: § Job satisfaction occurs when the work environment encourages intrinsically motivating characteristics. § Five key job characteristics (skill variety, task identity, task significance, autonomy and feedback) influence three psychological states • Hackman, J.R., & Oldham, G.R., ‘Development of the Job Diagnostic Survey’, Journal of Applied Psychology, 60, 1975, pp. 161. Evaluating Worker Satisfaction
  • 7. 7 § Analysis based on 13 psychometric and socio-organizational factors, which are important for workers’ satisfaction and productivity (D3.3, submitted in M24) § Psychological support § Organizational culture oriented to trust and honesty § Clear leadership and expectations § Civility and respect § Psychological competencies and requirements § Growth and development § Recognition and reward § Involvement and influence § Workload management § Balance § Psychological protection § Protection of physical safety Psychosocial characteristics & job satisfaction
  • 8. 8 § Methodology: one visit to Lantegi, a number of discussions with Lantegi ergonomists and a theoretical analysis of the Profiling method § Major results: § Very structured, exemplary approach to all psychosocial factors and job satisfaction evaluation § The results on workers’ satisfaction and performance are remarkable. § Employees are generally satisfied with their work conditions, feel engaged with the organizational goals and motivated to achieve them MANUWORK user cases: psychosocial characteristics & job satisfaction
  • 9. 9 § Methodology: several visits to Safran, a number of discussions with the MANUWORK project manager there and 13 semi-directed interviews with operators and line managers § Major results: § In Safran, there is a less structured approach to work organization and job satisfaction evaluation than in Lantegi. § However, the operators express general satisfaction with their working conditions as their work asks for particular competences, for which they are recognized and estimated + working for a world leader § More efforts could be done to improve the communication with higher hierarchical levels MANUWORK user cases: psychosocial characteristics & job satisfaction
  • 10. 10 § Methodology: several visits to Volvo done by the Univesity of Skövde. Interviews with operators and supervisors were done during these visits § Major results: § A focus on work-related factors affecting job satisfaction. § A lot effort is put in introducing automation, which limits or almost eliminates the lifting of heavy loads. § Also, work-life balance is taken into account and no particular complaints are expressed about this. § In general, the interviewees were highly satisfied with their jobs and with the idea of working in a highly technological company. § A possible point of improvement was the management of the uncertainty as far as the operation of the automation is concerned. MANUWORK user cases: psychosocial characteristics & job satisfaction
  • 11. Measurement of satisfaction 11 The most common and cost-effective way of measurement (chosen also for MANUWORK) • Use of rating scales where employees report their reactions to their jobs • Questions relate to rate of pay, work responsibilities, variety of tasks, promotional opportunities the work itself and co-workers • Examples: • yes/no questions • Rank satisfaction on 1-5 scale (where 1 represents “not at all satisfied” and 5 represents “extremely satisfied”)
  • 12. Validity of the instruments Van Saane, N., Sluiter, J.K., Verbeek, J.H.A.M. & Frings-Dresen, M.H.W., ‘Reliability and validity of instruments measuring job satisfaction- a systematic review’, Occupational Medicine, 53, 2003, pp. 191. Name Items Answer scale Factors assessed Job in General Scale 18 items Three answer categories (yes, ?, no) General job satisfaction Andrew and Withney Job Satisfaction Questionnaire Five items Seven-point Likert scale (from 1 - delighted to 7 - not at all satisfied) General job satisfaction Job Satisfaction Survey Multidimensional instrument (nine subheadings, unknown number of items) Six-point Likert scale (from 1 - disagree to 6 - agree very much) Salary, promotion, supervision, fringe benefits, contingent rewards, operating procedures, co- workers, work and communication Emergency Physician Job Satisfaction Scale 79 item multidimensional instrument Seven-point Likert scale (from -3 - strongly disagree to 3 - strongly agree) General job satisfaction and administrative autonomy, clinical autonomy, resources, social relationships, lifestyle and challenges McClosky/Mueller Satisfaction Scale 31 item multidimensional instrument Five-point Likert scale (from 1 - very dissatisfied to 5 - very satisfied) Extrinsic rewards, scheduling satisfaction, work- life balance, co-workers, interaction, professional opportunities, praise/recognition and control/responsibility Measure of Job Satisfaction 38 item multidimensional instrument Five-point Likert scale (from 1 - very dissatisfied to 5 - very satisfied) Personnel satisfaction, workload, professional support, salary, and prospects and training Nurse Satisfaction Scale 24 item multidimensional scale Seven-point Likert scale (from 1 - strongly agree to 7 - strongly disagree) Administration, co-workers, career, patient care, relations with supervisor, nursing education and communication 29 instruments (questionnaires) analysed: only 7 met the criteria of validity and reliability
  • 13. 13 § Review of valid and reliable instruments § Choice of instruments which have proven their validity in a variety of work contexts (rather than in specific ones) § Job in General scale (long and short versions) § Andrews and Withey Job Satisfaction Questionnaire § A single item questionnaire § Instruments sent to Safran and Volvo with a expert evaluation scale § Discussed in a number of telcos and brainstormings with Lantegi Measurement of satisfaction in MANUWORK: expert evaluation of instruments
  • 14. 14 § The Abridged Job in General Scale judged adapted for an application in Safran § No further modifications were proposed for this instrument § Currently, its possible application during the pilot are discussed (before, during and after the introduction of MANUWORK technologies) § If applied, the approach will focus on job satisfaction in relation with MANUWORK technologies and not necessarily to orient operators to aspects which cannot be modified during the project or by the project team. Expert evaluation of instruments: major results
  • 15. 15 § The Andrews and Withey Job Satisfaction Questionnaire was judged: § With items and scales suitable for the Volvo work context § Small modifications suggestions § With clear benefits for management, workers and unions, as the answers may be used to continuously improve the workplace. § Long term trends can also be used to see if changes in the workplace affect the workers. § Not particularly time consuming to administer § => Modified instrument + attitudes to robots § Possible applications of the questionnaire + questionnaire on attitudes to robots (to still be adapted) is currently discussed § Focus on MANUWORK technologies + Ergonomics Expert evaluation of instruments: major results 1. How do you feel about your job? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 2. How do you feel about the people you work with – your co-workers? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 3. How do you feel about the work you do on your job – the work itself? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 4. What is it like where you work, namely the physical surroundings? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 5. What is it like where you work, namely the hours of work? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 6. What is it like where you work, namely the amount of work you are asked to do? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 7. How do you feel about the equipment you have for doing your job? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 8. How do you feel about the information you have for doing your job? 1. How do you feel about your job? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 2. How do you feel about the people you work with – your co-workers? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 3. How do you feel about the work you do on your job – the work itself? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 4. What is it like where you work, namely the physical surroundings? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 5. What is it like where you work, namely the hours of work? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 6. What is it like where you work, namely the amount of work you are asked to do? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 7. How do you feel about the equipment you have for doing your job? 7 6 5 4 3 2 1 Delighted Pleased Mostly satisfied Mixed Mostly dissatisfied Unhappy Terrible 8. How do you feel about the information you have for doing your job?
  • 16. Expert evaluation of instruments: major results 16 • The items of the existing instruments were judged, in general, suitable. However, • for the Job in General Scale (both versions): salary not suitable • For all the standardized instruments, aspects related to stress, aging and isolation were lacking. • All the standardized instruments were judged too complex to be applied directly. A simplification of the language and the response options seemed necessary. • The 7-likert scale was judged too long. A 3 to 5-point Likert scale was proposed. • For the attitudes to robots questionnaire, a scenario-based presentation of MANUWORK technologies seemed necessary. • => New instrument, 14 questions • A test of the instrument with operators + attitudes to robots is currently discussed
  • 17. Expert evaluation of instruments: major results 17
  • 18. Application to the VOLVO and LANTEGI use cases: ROBOT OPINIONS 18 • My interaction with a robot would be clear and understandable (1 – 7) • I would find a robot useful in the workplace • Using a robot would enhance my effectiveness in the workplace • Using a robot in the workplace would increase my productivity • Using a robot would make my job easier • Using a robot would improve the workplace • Using a robot in the workplace would enable me to accomplish tasks more quickly • I would find a robot easy to use • I would find a robot to be flexible for me to interact with + 4 more questions
  • 19. Data collection and analysis in all use cases 19 • Data collection through ISN • Data analysis in Data Analytics module • Data use by SKIMATIC