1 Introduction
2 Literature review
2.1 Lean management
2.2 Lean leadership
3 Hypotheses and research model
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H1: Lean is positively related to the level of process improvement
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H2: Encouraging continuous improvement is positively related to Lean
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H3: Encouraging continuous improvement is positively related to the level of process improvement
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H4: Communicating the meaning of Lean positively moderates the relationship between encouraging continuous improvement and Lean
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H5: Steering on performance improvement positively moderates the relationship between Lean and process improvement
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H6: Steering on performance improvement positively moderates the relationship between Encouraging continuous improvement and process improvement
4 Methodology
4.1 Data collection
NAICS codes | Type of industry | % | Function | % | Tenure | % |
---|---|---|---|---|---|---|
22 | Energy | 5 | Non-management | 23,6 | <1 year | 5 |
23 | Construction | 2 | Middle-management | 66,3 | 1–3 years | 12 |
31–33 | Industry | 17 | Higher-management | 10,1 | 3–5 years | 23 |
43 | Wholesale Trade | 6 | 5–10 years | 15 | ||
48–49 | Transportation and warehousing | 3 | 10–15 years | 1 | ||
52 | Finance and Insurance | 9 | 15–20 years | 1 | ||
53 | Real estate and rental and leasing | 2 | >20 years | 8 | ||
54 | Professional, scientific and technical services | 12 | ||||
56 | Water supply and waste management | 1 | ||||
61 | Educational services | 5 | ||||
62 | Health care and social assistance | 18 | ||||
81 | Other services (except public administration) | 3 | ||||
92 | Public services | 10 | ||||
Missing | 11 | 35 | ||||
Total | 100 | 100 | 100 |
4.2 Measures, scale development and purification
N = 198 | Mean | SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | |
---|---|---|---|---|---|---|---|---|---|---|
1 | Encouraging continuous improvement | 3.61 | .72 | .77 | ||||||
2 | Steering on performance improvement | 3.51 | .73 | .51** | .72 | |||||
3 | Communicating the meaning of Lean | 2.35 | .88 | .25** | .41** | .89 | ||||
4 | Lean practices | 2.78 | .52 | .45** | .56** | .56** | .77 | |||
5 | Process improvement | 2.50 | .66 | .48** | .55** | .48** | .62** | .67 | ||
6 | Size | 3.05 | .95 | .05 | .05 | .09 | .07 | −.02 | – | |
7 | Tenure | 3.73 | 3.08 | .03 | .00 | .00 | .01 | −.01 | −.21** | – |
4.3 Control variables and common method bias
5 Results
Intercept | Model 1 | Model 2 | |||
---|---|---|---|---|---|
b
|
t
|
b
|
t
| VIF | |
.03 | .22 | .03 | .22 | ||
Main effects | |||||
Communicating the meaning of Lean (CML) | .23*** | 6.56 | 1.29 | ||
Encouraging continuous improvement (ECI) | .21*** | 4.94 | 1.45 | ||
Interaction effects | |||||
ECI × CML | .09 | 1.71 | 1.25 | ||
Control variables | |||||
Size | .03 | .69 | .01 | .19 | 1.26 |
Tenure | .01 | .47 | .00 | .37 | 1.20 |
Non-management | −.13 | −1.59 | −.01 | −.18 | 1.16 |
Higher management | .06 | .53 | .00 | .01 | 1.16 |
Energy | .16 | .99 | .09 | .72 | 1.28 |
Water supply and waste management | −.86 | −1.92 | −.59 | −1.64 | 1.05 |
Construction | −.17 | −.65 | −.23 | −1.06 | 1.08 |
Wholesale Trade | −.01 | −.08 | .21 | 1.66 | 1.25 |
Transportation and warehousing | −.13 | −.62 | −.16 | −.93 | 1.18 |
Finance and Insurance | −.17 | −1.33 | −.07 | −.63 | 1.42 |
Professional, scientific and technical services | −.10 | −.83 | −.08 | −.83 | 1.50 |
Real estate and rental and leasing | −.49* | −2.07 | −.27 | −1.44 | 1.12 |
Other services (except public administration) | .40 | 1.86 | .18 | 1.01 | 1.14 |
Public services | −.27* | −2.15 | −.31** | −2.93 | 1.43 |
Educational services | −.40* | −2.52 | −.25 | −1.92 | 1.25 |
Health care and social assistance | −.21 | −1.84 | −.14 | −1.46 | 1.83 |
R-squared | .17 | .49 | |||
Adjusted R-squared | .09 | .43 | |||
F improvement of fit | 2.08 | 32.36 | |||
p = | .012 | .000 | |||
Durbin-Watson | 2.11 |
Intercept | Model 3 | Model 4 | |||
---|---|---|---|---|---|
b
|
t
|
b
|
t
| VIF | |
2.77 | 12.10 | 2.74 | 16.96 | ||
Main effects | |||||
Lean | .58*** | 5.93 | 1.72 | ||
Encouraging continuous improvement (ECI) | .21*** | 3.25 | 1.83 | ||
Steering on performance improvement (SPI) | .21*** | 3.38 | 1.80 | ||
Interaction effects | |||||
Lean × SPI | .35** | 2.73 | 2.04 | ||
ECI × SPI | −.03 | −.42 | 2.21 | ||
Control variables | |||||
Size | −.03 | −.58 | −.05* | −1.32 | 1.26 |
Tenure | −.01 | −.30 | −.01* | −.92 | 1.20 |
Non-management | −.23* | −1.90 | −.07* | −.79 | 1.16 |
Higher management | −.12* | −.70 | −.25* | −2.02 | 1.16 |
Energy | −.11 | −.46 | −.29* | −1.75 | 1.28 |
Water supply and waste management | −.42 | −.64 | .28 | .56 | 1.05 |
Construction | .31* | .79 | .31* | 1.12 | 1.08 |
Wholesale Trade | .01 | .03 | −.02 | −.13 | 1.25 |
Transportation and warehousing | .17 | .53 | .20* | .89 | 1.18 |
Finance and Insurance | −.18* | −.96 | −.04 | −.28 | 1.42 |
Professional, scientific and technical services | −.16* | −.89 | −.12* | −.92 | 1.50 |
Real estate and rental and leasing | −.34* | −.97 | .00 | .00 | 1.12 |
Other services (except public administration) | .49* | 1.56 | .06 | .27 | 1.14 |
Public services | −.21* | −1.10 | −.06 | −.46 | 1.43 |
Educational services | −.22* | −.94 | .08 | .50 | 1.25 |
Health care and social assistance | −.14* | −.82 | −.13* | −1.07 | 1.83 |
R-squared | .07 | .56 | |||
Adjusted R-squared | −.02 | .5 | |||
F improvement of fit | .78 | 34.34*** | |||
p = | .71 | .000 | |||
Durbin-Watson | 2.17 |
6 Discussion
6.1 Findings
Hypothesis | Relationship |
b
| Supported? |
---|---|---|---|
H1 | Process improvement ← Lean | .58 | Yes; p < .001 |
H2 | Lean ← Encouraging continuous improvement (ECI) | .21 | Yes; p < .001 |
– | Lean ← Communicating the meaning of Lean (CML) | .23 | p < .001 |
H3 | Process improvement ← ECI | .21 | Yes; p < .001 |
– | Process improvement ← SPI | .21 | p < .001 |
H4 | Lean ← ECI × CML | .09 | No; n.s. |
H5 | Process improvement ← Lean × SPI | .35 | Yes; p < .01 |
H6 | Process improvement ← ECI × SPI | −.03 | No; n.s. |