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Handbook of Management Scales
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The Handbook of Management Scales is a collection of previously used multi-item scales to measure constructs in empirical management research literature.
Critical Introduction
The Handbook of Management Scales was first edited by A. Wieland in 2010 and has since grown. It contains a collection of measurement scales, which are the basis for empirical research. Unfortunately, management researchers often neglect the importance of good scales. This leads to models with a high goodness-of-fit but with poor reliabiliy and validity. Construct definition and content validity are probably the most important and most neglected criteria to ensure that a scale really measures what it is intended to measure. Expert judges can help to improve content validity by capturing all important aspects that together encircle a construct.
The deletion of scale items (often called “scale purification”) may improve tau-equivalent reliability () (= Cronbach's ) or congeneric reliability () (= composite reliability) or the statistical performance indicators of a model. However, important aspects to be measured may then disappear and this can bias the scale into a new direction. Content validity may then be destroyed and must therefore carefully be observed all along the scale purification process. Judges could also be asked to label a new construct giving them the items retained after scale purification to compare the judgement to the intended construct. Content validity may also be improved by adding missing aspects to an existing scale or by merging two existing scales.
Reflective scales often prevail in management research. But researchers should know when to use reflective and when to use formative scales. Too often do researchers specify a model with a reflective scale that is actually formative. Likert scales and semantic differential scales are probably the most common scales in management research. However, researchers often fail to weigh the pros and cons of such scales. Researchers should take more time to think about the appropriate measurement. The Handbook of Management Scales helps to find previously used scales, but will not release the researcher from carefully testing the scales in terms of reliability and validity before using them.
You are invited to contribute by adding new multi-item metrics (edit this page) to this Scales Handbook. Scales from high-ranked journals are preferred that are developed in a systematic scale development process and that are tested to measure a construct in terms of specification (reflective vs. formative), dimensionality, reliability, and validity (including content, convergent, discriminant, and nomological validity). For each scale at least its objective items, source, and, if available, reliability (e.g. tau-equivalent reliability, congeneric reliability, item reliability, average variance extracted) are listed.
Unidimensional constructs
A
Ability
Accountability
Achievement orientation
Acquiring tacit knowledge through offshore outsourcing
Advanced manufacturing technology: administrative
Advanced manufacturing technology: design
Advanced manufacturing technology: manufacturing
Advocacy participation
Affect
Agility
Agreement on vision and goals
Alliance performance
Alliance portfolio coordination
Alliance portfolio performance
Alliance proactiveness
Alliance structures
Alliance transformation
Ambidexterity
Ambiguity intolerance
Amorality
Apparent sincerity
Architectural innovation
Asset specificity
Attention focusing
B
Balanced processing
Benchmarking
Benevolence
Business process skills
Buyer assistance
Buyer communication
Buyer dependence
Buyer financial performance
Buyer operational performance
Buyer's knowledge of supplier's past performance
Buying firm's expectation of relationship continuity
Buying firm's top management support
C
Capability development
Capability evaluation
Cellular layout
Change disposition
Change readiness
Change initiation - Change success
Change initiation - The degree of dissatisfaction with the status quo
Change initiation - Clarity and strength of vision of change
Change initiation - Clarity of actions towards preferred future state
Change initiation - Resistance to change
Cleanliness and organization
Codification
Collective identification
Collectivism
Commercial uncertainty
Commitment
Common benefit
Communication
Communication of manufacturing strategy
Community-oriented CSR
Comparative organizational performance
Competence
Competence-enhancing, competence-destroying innovation
Competitive and market intelligence
Competitive intensity
Competitive priorities
Competitive priority: cost
Competitive priority: delivery
Competitive priority: flexibility
Competitive priority: quality
Conflict management
Conflict resolution
Consensus on appropriation
Consumer ethnocentrism
Consumer innovativeness
Continuous flow
Continuous improvement
Contractual completeness
Contractual safeguarding
Contribution
Cooperation
Cooperation-based firm performance
Cooperation-based learning
Coordinated logistics
Coordination flexibility in contingent worker skills and behaviors
Coordination flexibility in employee skills and behaviors
Coordination flexibility in HR practices
Coordination of decision making
Cost performance
Creative work-family management
Credibility
Cross-functional integration
Cross-functional product design
Cross-functional teams
Customer focus
Customer interaction
Customer involvement
Customer orientation
Customer responsiveness
Customer satisfaction
Customer-oriented CSR
D
Delivery performance
Demand uncertainty
Dependence
Design quality management
Desire for control
Desire for status
Disruption impact
Distribution service performance
Distributive justice
Distrust of others
E
Ease of use
Effect uncertainty
Emotional support
Employee empowerment
Employee involvement
Employee relations
Employee training
Employee-oriented CSR
ERP training
Estimated return on investment
Executive commitment
Exposure to external turbulence
Extension
F
Faithfulness of appropriation
Familiarity
Feedback
Feedback self-efficacy
Financial incentives
Firm resilience
Firm risk preference
Firm's financial performance over the past 5 years
Flexibility performance
Fluid partnering
Formal control
Functional participation
G
Gender equality
General outsourcing
Generational consolidation
Generational expansion
Good employer
Group efficacy
Group esteem
Group identification
Growth
H
Human capital
I
Imitability
Impact
Independence
Ingratiation
Information acquisition
Information and communication technologies implementation
Information distribution
Information integration
Information interpretation
Information sharing
Information sharing quality
Information technology
Information technology experience
Informational justice
Innovativeness
Instrumental support
Integration
Integrity
Intelligence dissemination
Intelligence generation
Interdependence
Interfunctional design process
Internal quality information usage
Internal task routines
Internalized moral perspective
Internet quality
Interorganizational altruism
Interorganizational compliance
Interorganizational coordination
Interorganizational learning
Interorganizational loyalty
Interorganizational tolerance
Interpersonal influence
Interpersonal justice
Interpretation
Intimidation
Intuition
IT skills
J
JIT delivery by suppliers
K
Knowledge channels
L
Leader-member exchange
Leadership
Leadership involvement in quality
Learning
Liquidity
Location flexibility
Logistics complexity
Logistics integration
Long-term relationship
Loyalty
M
Management leadership
Management style
Manufacturing process innovation implementation performance
Market acuity
Market volatility
Marketing proficiency
Marketing routines
Marketing synergy
Masculinity
Meaning
Measurement system
Mobility flexibility
Multi-functional employees
Mutual trust
N
Natural environment-oriented CSR
New application technology
New competence acquisition
New product quality
New service development
New service development culture
New service development process focus
New service development strategy
Network technology
Networking ability
O
Obedience
Offline store atmosphere
Offline store merchandise
Offline store layout
Offline store service
Online store atmosphere
Online store merchandise
Online store navigation
Online store service
Opinion leadership
Opinion seeking
Opportunity exploitation
Opportunity for sustainable advantage
Opportunity recognition
Organization-based self-esteem
Organizational memory
Organizational resilience
Organizational responsiveness
Output control
Outsourcing intent
P
Partner's value proposition
Perceived delegation
Perceived product commercial success
Performance
Performance measurement system design for turbulence (PMS design for turbulence)
Person–group fit
Power
Private benefit, competition
Private benefit, cooperation
Proactive cost improvement
Proactive improvement
Proactive performance improvement
Proactiveness
Procedural justice
Process control
Process formalization
Process management
Processes and equipment development
Product competitive advantage
Product complexity
Product or service design
Product quality
Professional respect
Profitability
Product and service quality
Product design simplicity
Project management
Prudence
Pull
Purchase intention
Q
Quality data and reporting
Quality improvement rewards
Quality leadership
Quality of information exchanged
Quality performance
R
Radical innovation
Range flexibility
Recognize organizational differences
Recruiting and selection for flexible employees
Referral
Relational capital
Relational commitment
Relational embeddedness
Relational identification
Relational transparency
Relationship management
Reliable and financially strong company
Resource flexibility in employee skills and behaviors
Resource flexibility in HR practices
Resource reconfiguration
Response uncertainty
Responsiveness
Retention
Reward system
Risk and reward sharing
Risk aversion
Risk management infrastructure
Risk taking
Robustness
Role ambiguity
Role model
S
Sales performance
Schedule flexibility
Score keeping
Search for new technologies
Selection for teamwork potential
Self-awareness
Self-determination
Servant leadership
Service culture
Service processes
Service quality
Service standards
Set up time reduction
Shareholder-oriented CSR
Skepticism
Social and environmental responsibility
Social astuteness
Social awareness
Social cohesion
Social control
Social inequality
Social participation
Specific assets
State uncertainty
Statistical process control
Statistical process control usage
Stock market performance
Strategic fit
Strategic IT planning
Strategic purchasing
Strategic risk assessment
Supervisee trust
Supervisor accessibility
Supervisory interaction facilitation
Supplication
Supplier commitment
Supplier development
Supplier evaluation systems
Supplier feedback
Supplier involvement
Supplier operational performance
Supplier performance
Supplier performance improvement
Supplier quality management
Supplier relationship
Supplier-oriented CSR
Supplier's technical influence
Supply base availability
Supply base reduction
Supply chain disruption orientation
Supply network structure
Supply uncertainty
Switching costs
T
Task cohesion
Task and work responsibilities
Team performance
Team psychological safety
Teamwork
Technical exchanges
Technical proficiency
Technical skills
Technical synergy
Technological uncertainty
Technology transfer
Technology uncertainty
Threat of commercial failure
Threat of opportunism
Time savings
Top management commitment
Top management support
Total productive and preventive maintenance
Tradition
Training
Transaction-specific supplier development activities
Trust
U
Uniqueness
Usefulness
Utility
V
Value orientation
W
Willingness to transact
Word of mouth
Worker expertise
Multidimensional constructs
The list in the previous section contains scales to measure constructs that were often conceptualized as dimensions of multidimensional constructs (mostly second-order constructs). The following list contains the name of multidimensional constructs and the names of their dimensions.
A
Absorptive Capacity: administrative, design, manufacturing
Advanced manufacturing technology: administrative, design, manufacturing
Alliance management capability: Interorganizational coordination, Alliance portfolio coordination, Interorganizational learning, Alliance proactiveness, Alliance transformation
Authentic leadership: self-awareness, relational transparency, internalized moral perspective, balanced processing
Advertising
B
Business-to-business seller competence (B2B-SC): technical skills, change disposition, conflict management, market acuity, coordinated logistics, knowledge channels, fluid partnering
C
Competitive priority: cost, delivery, flexibility, quality
Control: formal control, social control
Corporate stakeholder responsibility (CStR): community-oriented CSR, natural environment-oriented CSR, employee-oriented CSR, supplier-oriented CSR, customer-oriented CSR, shareholder-oriented CSR
Customer-based corporate reputation: customer orientation, good employer, reliable and financially strong company, product and service quality, social and environmental responsibility
D
Driving forces: Customer focus, Competitive priorities, Strategic purchasing, Top management support, Information technology
E
Enterprise resource planning (ERP) competence: strategic IT planning, executive commitment, project management, IT skills, business process skills, ERP training, learning, change readiness
Entrepreneurial orientation: innovativeness, proactiveness
Environmental uncertainty: Supply uncertainty, Demand uncertainty, Technology uncertainty
F
Family supportive supervisor behaviors (FSSB): emotional support, instrumental support, role modeling behaviors, creative work-family management
Feedback orientation scale (FOS): utility, accountability, social awareness, feedback self-efficacy
G
Group identification: relational identification, collective identification
H
HR flexibility: resource flexibility in HR practices, resource flexibility in employee skills and behaviors, coordination flexibility in HR practices, coordination flexibility in contingent worker skills and behaviors, coordination flexibility in employee skills and behaviors
Human resource policy: human capital, reward system
I
Idiosyncratic deals (i-deals): task and work responsibilities, schedule flexibility, location flexibility, financial incentives
Integrated quality management: top management commitment, customer focus, supplier quality management, design quality management, benchmarking, SPC usage, internal quality information usage, employee empowerment, employee involvement, employee training, product quality, supplier performance
Intellectual capital: Worker expertise, information sharing quality, team psychological safety
Interorganizational citizenship behaviors (ICBs): interorganizational altruism, interorganizational tolerance, interorganizational loyalty, interorganizational compliance
J
Justice: procedual, distributive, interpersonal, informational justice
Job burnout: Emotional Exhaustion, Depersonalization, Reduced Personal Accomplishment
L
Leader-member exchange (LMX): affect, loyalty, contribution, professional respect
Lean production: continuous flow, customer involvement, employee involvement, JIT delivery by suppliers, pull, set up time reduction, statistical process control, supplier development, supplier feedback, total productive/preventive maintenance
M
Machiavellian personality scale (MPS): distrust of others, amorality, desire for control, desire for status
Market focus: market acuity, relationship management, new service development
Market orientation scale (MO): intelligence generation, intelligence dissemination, responsiveness
Metrics and standards: measurement system, service standards
N
New service development competence: new service development process focus, market acuity, new service development strategy, new service development culture, information technology experience
O
Organizational citizenship behavior (OCB): loyalty, obedience, social participation, advocacy participation, functional participation
Organizational learning: information acquisition, information distribution, information interpretation, information integration, organizational memory
Organizational performance: liquidity, profitability, growth, stock market performance
Organizational change success prediction: Change initiation - Change success, Change initiation - The degree of dissatisfaction with the status quo, Change initiation - Clarity and strength of vision of change, Change initiation - Clarity of actions towards preferred future state, Change initiation - Resistance to change
P
Perceived environmental uncertainty (PEU): state uncertainty, effect uncertainty, response uncertainty
Performance: quality performance, delivery performance, flexibility performance, cost performance
Performance measurement system use focus: Attention focusing, Score keeping
Personal cultural orientations (PCO): independence, interdependence, power, social inequality, masculinity, gender equality, risk aversion, ambiguity intolerance, tradition, prudence
Political skill inventory (PSI): social astuteness, interpersonal influence, networking ability, apparent sincerity
Process management: information and communication technologies implementation, service processes
Psychological empowerment in the workplace: meaning, competence, self-determination, impact
Q
Quality management practices: customer focus, employee relations, management leadership, process management, product/service design, quality data and reporting, supplier quality management, training
R
Relational competencies: communication, cooperation, integration
Resilience: agility, robustness
S
Servant leadership:
Service climate: leadership, service culture, value orientation
Service orientation (third-order construct): service climate, market focus, process management, human resource policy, metrics and standard
Supply chain: Supply network structure, Supply base reduction, Long-term relationship, Communication, Cross-functional teams, Supplier involvement, Logistics integration
Supply chain performance: Supplier operational performance, Buyer operational performance, Buyer financial performance
T
Team learning: intuition, interpretation, integration, codification
Technology acceptance model (TAM): ease of use, usefulness
Trustworthiness: ability, benevolence, integrity
V
Value creation in interfirm alliances: common benefit, private benefit, cooperation, private benefit, competition
Example
The following scale example can be used, if you want to add a new scale (click edit this page to add a new one).
Example
Journals
Rankings are recommended to assess the quality of a journal. The better the quality of a journal the more likely is a good quality of a scale published in it. Widely accepted rankings are the German VHB-JOURQUAL and the British CABS Academic Journal Guide, although the latter ranking has previously been criticized (McKinnon, 2013). In this handbook scales are used from various high-ranked management journals, e.g.
Academy of Management Journal
Decision Sciences
Information Systems Research
International Journal of Logistics Management
International Journal of Operations & Production Management
International Journal of Physical Distribution & Logistics Management
Journal of Business Logistics
Journal of Business Ethics
Journal of Management
Journal of Marketing
Journal of Operations Management
Journal of Supply Chain Management
Leadership Quarterly
Management Science
Organizational Research Methods
Production and Operations Management
Supply Chain Management: An International Journal
Strategic Management Journal
Recommended literature
MacKenzie et al. (2011): Construct Measurement and Validation Procedures in MIS and Behavioral Research: Integrating New and Existing Techniques. MIS Quarterly, Vol. 35, No. 2, pp. 293-334.
Related Handbooks
Bearden et al. (2010): Handbook of Marketing Scales: Multi-Item Measures for Marketing and Consumer Behavior Research. Sage. 1412980186
Bruner II, Gordon C. (2013): Marketing Scales Handbook, Volume 7. GCBII Productions, LLC. 0615846068
Keller et al. (2002): A Summary and Analysis of Multi-Item Scales Used in Logistics Research. Journal of Business Logistics, Vol. 23, No. 2, pp. 83–119.
Keller et al. (2013): A Compendium of Multi-Item Scales Utilized in Logistics Research (2001–10): Progress Achieved Since Publication of the 1973–2000 Compendium. Journal of Business Logistics, Vol. 34, No. 2, pp. 85–93.
Roth et al. (2007): Handbook of Metrics for Research in Operations Management: Multi-item Measurement Scales and Objective Items. Sage. 1412954517
Schäffer (2008): Management Accounting & Control Scales Handbook. Research in Management Accounting & Control Series. Deutscher Universitätsverlag. 3835005251
External links
Supply Chain Management Research. Understanding complex and dynamic networks of organizations.
Management
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