OVS Psychometrics

Statistical Analysis

Several statistical analyses have been conducted over nearly a decade to ensure that the Vital Signs tools are robust and accurate. These findings are from the 2013 analysis of the VS database.

Structure

Scales: 5 climate scales + 4 outcome scales Mean score: 100
Standard deviation: 15

Norming & Validation: Based on over 15,000 responses from over 100 organizations, the OVS database represents a robust norm group representing small, medium, and large enterprise, government agencies, and nonprofits from all over the globe. Industries include technology, manufacturing, finance, hospitality, healthcare, education, plus a range of professional services. The majority of respondents are from US, Italy, UAE, Singapore, Malaysia, China, and Canada; as shown below, they tend to be educated professionals.

The model has been subjected to two factor analyses and extensive psychometric validation. These analyses confirm the structure of the tools, with a 5-factor and predictive validity and its reliability (below).

 

Cronbach Alpha

One way to report on the reliability of a psychometric measure is to calculate the internal consistency of its underlying scales. Internal consistency refers to the extent to which items assigned to a scale are correlated to one another. Cronbach’s coefficient alpha was used to calculate the internal consistency of the VS drivers. This statistic can range from -1.0 to +1.0 and indicates to what extent the items in a factor measure the same construct. An alpha with a positive value, and greater than 0.6, is considered statistically reliable.

Scale

Cronbach‘s Coefficient Alpha

Scale

Cronbach‘s Coefficient Alpha

Motivation

0.804

Teamwork

0.875

Execution

0.796

Change

0.679

Trust

0.877

 

Predicting Outcomes

There is a strong relationship between climate and the outcomes.

A multiple regression analysis was used to test the relationship between the OVS scales and the four outcomes. Collectively, 60% of the variation in the performance outcomes is predicted by the organizational climate (R2=.5998). This relationship can be seen visually in this scatter graph:

 

The climate scores also predict variation in each individual outcome:

  • Retention = 36.33%

  • Productivity = 36.68%

  • Customer Focus = 42.62%

  • Future Success = 60.27%

Below is the model in its predictive validity showing how different factors contribute to explain the link between climate and overall performance.

Report of the Forward procedure for dependent variables, n = 5350, P> 0.5 (by Regression Analysis OVS 2013, Lorenzo Fariselli, 2013):

Predicting Total Performance

R2 Partial

R2 Model

Predicting Total Performance

R2 Partial

R2 Model

Trust

0.4544

0.4544

Motivation

0.0915

0.5459

Teamwork

0.0375

0.5834

Execution

0.0086

0.5920

Change

0.0061

0.5981

 

The following tables show how different factors contribute to each of the four OVS performance outcomes.

Report of the Forward procedure for dependent variables, n = 5350, P> 0.5 (by Regression Analysis OVS 2013, Lorenzo Fariselli, 2013):

Predicting Retention

R2 Partial

R2 Model

Predicting Retention

R2 Partial

R2 Model

Motivation

0.3019

0.3019

Trust

0.0524

0.3544

Teamwork

0.0085

0.3629

Change

0.0032

0.3661

Execution

0.0005

0.3666

 

Predicting Productivity

R2 Partial

R2 Model

Predicting Productivity

R2 Partial

R2 Model

Motivation

0.2713

0.2713

Teamwork

0.0671

0.3385

Change

0.0152

0.3537

Execution

0.0111

0.3648

Trust

0.0020

0.3668

Predicting Customer Focus

R2 Partial

R2 Model

Predicting Customer Focus

R2 Partial

R2 Model

Execution

,3206

,3206

Motivation

,0639

,3844

Teamwork

,0284

,4128

Trust

,0119

,4247

Change

,0015

,4262

Predicting Future Success

R2 Partial

R2 Model

Predicting Future Success

R2 Partial

R2 Model

Trust

,5761

,5761

Motivation

,0257

,6018

Execution

,0009

,6027

 

Norm Group Characteristics

The Vital Signs database includes organizations, teams, and individuals from around the globe. The following graphs provide an overview of the norm base:

 

Norm base variation

The mean score on climate is 100; there are slight variations by demographics as follows: