Business Chemistry® and stress: Study methodology has been saved
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Business Chemistry® and stress: Study methodology
Business Chemistry® and stress: Study methodology
The Deloitte Greenhouse® Experience Team conducted a research study to better understand stress at work and what role Business Chemistry plays in people’s experiences and responses. Study participants were 40,605 professionals who were invited by Deloitte to complete the online Business Chemistry® assessment as part of an internal or client event. These professionals work inside and outside Deloitte, in the US and elsewhere, representing more than 1,300 organizations and 120 countries overall. In addition to completing the Business Chemistry assessment, respondents were asked a series of questions about stress, with two separate samples responding to different stress questions as described below.
Sample 1
During the period of
1 = Rarely 2 = Sometimes 3 = Often 4 = Almost always |
1 = Not stressful 2 = A little stressful 3 = Moderately stressful 4 = Very stressful |
We conducted an exploratory factor analysis to group the 15 situations into five categories as shown here:
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Forty-seven percent of respondents in Sample 1 are located in the US and 53 percent in other countries. Eighty-five percent of respondents work for Deloitte and 15 percent for other organizations. While professionals in the US reported more overall stress than those not in the US, there were no differences between Deloitte and non-Deloitte professionals in overall stress levels.
Sample 2
During the period of
1 = Not stressed |
1 = Rarely |
2 = A little stressed |
2 = Sometimes |
3 = Moderately stressed |
3 = Often |
4 = Very stressed |
4 = Almost always |
We conducted an exploratory factor analysis to group the 12 strategies into five categories, as shown here:
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In an effort to replicate the Business Chemistry differences identified in Sample 1, this sample of respondents was also asked about their general stress levels. The pattern of results and magnitude of differences was similar in the two samples.
Type |
Sample 1 |
Sample 2 |
Pioneer |
20 percent |
22 percent |
Driver |
24 percent |
25 percent |
Integrator |
32 percent |
34 percent |
Guardian |
35 percent |
36 percent |
Total |
28 percent |
30 percent |
Fifty percent of respondents in Sample 2 are located in the US and 50 percent in other countries. Eighty-four percent of respondents work for Deloitte and 16 percent for other organizations. Similar to Sample 1, professionals in the US reported more overall stress than those not in the US. Deloitte professionals in this sample reported slightly less overall stress than non-Deloitte professionals—while this difference is statistically significant, the effect size is very small and not practically meaningful (Deloitte = 30 percent stressed vs. Non-Deloitte = 31 percent stressed).
About the Business Chemistry assessment
The Business Chemistry assessment is an online tool consisting of 68 items designed to measure traits, behaviors, and preferences in the workplace. Respondents use sliders to indicate how well each item describes them. Scores are normalized and then compared to a baseline sample of professionals to determine a respondent’s primary Business Chemistry type. The four primary types represent the extremes of two dimensions (Guardian—Pioneer and Integrator—Driver) derived through Eigen analysis, which identifies the inter-correlations among items. The correlation between the dimensions is r=.29.
Ninety-six percent of the Eigen values were replicated when the initial analysis was repeated with an independent sample, suggesting that the primary types and the items associated with them are stable. Test-retest reliability in a sample of 496 professionals who completed the assessment twice within one year was r=.73 and r=.74 for the two dimensions, indicating that the assessment is reliable.