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pdf - Nyenrode Business Universiteit

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3.3. SAMPLE AND MEASUREMENT 71<br />

Table 3.3: Items for RPE-Use (Q1)<br />

Item description<br />

Component<br />

loadings<br />

a. Peer performance point of reference 0.868<br />

b. Substantially better 0.923<br />

c. Substantially worse 0.902<br />

Percentage variance explained 80.6%<br />

Cronbach’s alpha 0.879<br />

Table 3.4: Items for Environmental Uncertainty (Q4-7)<br />

Item description<br />

Component<br />

loadings (1)<br />

Component<br />

loadings (2)<br />

a. External factors influencing business<br />

unit performance<br />

0.544 0.472<br />

b. Unpredictable variation<br />

amount of work<br />

in the<br />

0.667 -0.215<br />

c. Number of exceptions that arise in<br />

the unit<br />

0.689 -0.496<br />

d. Differences in day-to-day situations 0.682 -0.423<br />

e. Need to react to outside pressure 0.672 0.326<br />

f. Long-range planning hindered by<br />

unpredictable events<br />

0.602 0.495<br />

Percentage variance explained 41.6% 17.4%<br />

Cronbach’s alpha 0.712<br />

Environmental Uncertainty Environmental uncertainty was reflectively measured using<br />

a multi-item construct, combining six items from earlier studies. These items stem<br />

from Van der Ven & Ferry (1980), Kruis (2008) and Kalleberg et al. (1996), where they<br />

have been applied to measure the impact of external factors, unpredictable events and difficulties<br />

in forecasting due to external factors. More specifically, I ask for the frequency of<br />

which external events occur that substantially influence the performance of the BU or the<br />

amount of work, the occurrence of exceptions that require different methods or procedures,<br />

and how often the same day-to-day situations/problems arise.<br />

As is shown in table 3.4, principal component analysis yields two factors. However, the first<br />

factor has all component loadings higher than 0.500, and scale reliability analysis produces<br />

only one reliable scale with a high Cronbach’s alpha. Therefore, I measure environmental<br />

uncertainty with one multi-item construct. The measure for environmental uncertainty is<br />

calculated as the mean of the six items 7 .<br />

7 Before calculating the mean score, 7-point scales are recoded to 5-point Likert scales to prevent over-

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