Impact of ICTs on Innovation and Performance of Firms: Do Start-ups, Regional Proximity and Skills Matter?
Abstract
:1. Introduction
2. Literature Review
2.1. The Resource-Based View (RBV) Framework
2.2. ICT, Innovation, and Firm Performance
2.3. Start-ups, Innovation, and Performance
3. Research Method
3.1. Data and Sample
3.2. Methods
Variable | Definition | Mean | Std. Dev. | Reference |
---|---|---|---|---|
Innovation | A dummy variable indicating whether a firm is innovative (1) or not (0). | 0.5148 | 0.5007 | Gërguri-Rashiti, Ramadani [37], Yunis, El-Kassar [38] |
Profitability | A multinominal categorical variable indicating the profitability of a firm (3-point scale from 1 = ‘unprofitable’ to 3 = ‘above average profitable’). | 2.2556 | 0.5567 | Huang, Lai [111], Steinfield- et al. [112] |
Relative performance | A multinominal categorical variable indicating (3-point scale from 1 = ‘worse’ to 3 = ‘better’). | 2.4000 | 0.5936 | Steinfield et al. [112] |
Financial performance | A composite index developed to measure the level of overall financial performance of a firm using PCA. It is a composite measure of two indicators: (i) profitability and (ii) relative performance. The outcome of PCA is the composite indicator—the overall financial performance of a firm (3-point scale from 1 = ‘bad’ to 3 = ‘good’). | 2.3278 | 0.4572 | Huang, Lai [111], Steinfield et al. [112] |
ICT skills | A multinominal variable indicates the extensity of ICT skills of employees required to conduct day-to-day business activities (5-point scale from 1 = ‘very low’ to 5 = ‘very high’). | 2.9259 | 1.3990 | Yunis et al. [38] |
Agile management culture | Agile management culture is measured on 5-point Likert scale questions. The item is based on ‘Our work environment is a positive and friendly place to be’ (5-point scale from 1 = ‘not true at all’ to 5 = ‘very true’). | 3.5185 | 0.8696 | Naranjo-Valencia et al. [113] |
Internationalization | A multinominal variable indicates the share of revenue of a firm from international export activities. | 2.0370 | 0.7847 | Loth and Parks [114], Pangarkar [115] |
Remoteness | A dummy variable indicating whether a firm is located in rural and remote areas (1), namely, Miles, Moraby, Cardamine, Wandoan, Cockatoo, Tara, Goranba, Teelba, Glenmorgan, Dillham, and Lenaubyn, or in major town centers (0). | 0.7407 | 0.4390 | Stockdale and Standing [116] |
Start-up | A dummy variable indicating whether a firm has remained in the business for 5 years with employees of fewer than 6 persons (1) or not (0). | 0.1593 | 0.3666 | Colombelli, Krafft [117], Katila and Shane [118], Criscuolo, Nicolaou [119] |
ICT strategy | A dummy variable indicating whether a firm has an ICT strategy (1) or not (0). | 0.2222 | 0.4165 | Gërguri-Rashiti, Ramadani [37], Yunis, El-Kassar [38] |
Number of employees | Number of employees currently working in the enterprise. | 8.2963 | 16.6153 | Gërguri-Rashiti et al. [37] |
4. Empirical Results
4.1. Drivers of Innovation
4.2. Drivers of Performance
4.3. Robustness Checks
5. Conclusions and Recommendations
6. Implications for Future Research
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Dependent Variable: Innovation | Models | |||||
---|---|---|---|---|---|---|
1 | 2 | 3 | ||||
Coef. | SE | Coef. | SE | Coef. | SE | |
Financial performance | 0.6989 * | 0.1873 | 0.6618 * | 0.1909 | 0.6500 * | 0.1911 |
ICT skills | 0.2644 * | 0.0608 | 0.2577 * | 0.0616 | 0.2109 * | 0.0706 |
Agile management culture | 0.1720 *** | 0.0946 | 0.1776 *** | 0.0956 | 0.1991 ** | 0.0973 |
Internationalization | 0.1417 | 0.1105 | 0.1467 | 0.1127 | 0.1403 | 0.1118 |
Remoteness | −0.4161 ** | 0.1899 | −0.4289 | 0.1946 | −0.4657 ** | 0.1929 |
Start-up | −0.1953 *** | 0.5126 | ||||
Start-up × ICT skills | 0.0728 *** | 0.1635 | ||||
ICT strategy | 0.4746 ** | 0.2181 | ||||
Industry agriculture | −0.2996 | 0.3401 | ||||
Industry manufacturing | 0.5625 ** | 0.3333 | ||||
Industry services | 0.1921 | 0.3046 | ||||
Constant | −2.9466 * | 0.5097 | −2.5832 * | 0.6449 | −2.8330 * | 0.5768 |
LR chi-squared | 53.1000 * | 57.1400 * | 57.9600 * | |||
Pseudo R-squared | 0.1419 | 0.1528 | 0.1594 | |||
N | 270 | 270 | 270 |
Variables | Dependent Variable: Innovation | |
---|---|---|
Coef. | Robust SE | |
Financial performance | 0.4593 * | 0.0613 |
ICT skills | 0.0849 * | 0.0205 |
Agile management culture | 0.0443 * | 0.0337 |
Internationalization | 0.0320 | 0.0358 |
Remoteness | −0.1806 * | 0.0651 |
Start-up | −0.0156 ** | 0.0774 |
Constant | −0.8927 | 0.1791 |
Chi-squared | 101.0000 * | |
R-squared | 0.1452 | |
N | 270 |
Variables | Dependent Variable: Financial Performance | |
---|---|---|
Coef. | SE | |
Innovation | 0.4066 * | 0.0542 |
ICT skills | 0.0099 | 0.0202 |
Agile management culture | 0.0421 ** | 0.0316 |
Internationalization | 0.0193 | 0.0341 |
Remoteness | 0.1875 * | 0.0615 |
Start-up | −0.0877 | 0.0728 |
No of employees | 0.0025 *** | 0.0016 |
Constant | 1.8147 * | 0.1343 |
Chi-squared | 83.8200 * | |
R-squared | 0.0978 | |
N | 270 |
Variables | Dependent Variable: Innovation | |
---|---|---|
Coef. | SE | |
Financial performance | 0.6968 * | 0.1880 |
ICT skills | 0.2638 * | 0.0610 |
Agile management culture | 0.1743 *** | 0.0960 |
Internationalization | 0.1408 | 0.1107 |
Remoteness | −0.4134 ** | 0.1909 |
Start-up | −0.0313 | 0.2293 |
Constant | −2.9430 * | 0.5664 |
Variables | Dependent variable: Financial performance | |
Coef. | SE | |
Innovation | 0.2141 * | 0.0556 |
ICT skills | 0.0091 | 0.0203 |
Agile management culture | 0.0572 *** | 0.0317 |
Internationalization | 0.0290 | 0.0342 |
Remoteness | 0.1651 * | 0.0615 |
Start-up | −0.0935 | 0.0729 |
No of employees | 0.0027 *** | 0.0017 |
Constant | 1.8007 | 0.1343 |
Log likelihood | −154.5615 | |
LR chi-squared | 39.5400 * | |
N | 270 |
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Alam, K.; Ali, M.A.; Erdiaw-Kwasie, M.; Shahiduzzaman, M.; Velayutham, E.; Murray, P.A.; Wiesner, R. Impact of ICTs on Innovation and Performance of Firms: Do Start-ups, Regional Proximity and Skills Matter? Sustainability 2022, 14, 5801. https://doi.org/10.3390/su14105801
Alam K, Ali MA, Erdiaw-Kwasie M, Shahiduzzaman M, Velayutham E, Murray PA, Wiesner R. Impact of ICTs on Innovation and Performance of Firms: Do Start-ups, Regional Proximity and Skills Matter? Sustainability. 2022; 14(10):5801. https://doi.org/10.3390/su14105801
Chicago/Turabian StyleAlam, Khorshed, Mohammad Afshar Ali, Michael Erdiaw-Kwasie, Md Shahiduzzaman, Eswaran Velayutham, Peter A. Murray, and Retha Wiesner. 2022. "Impact of ICTs on Innovation and Performance of Firms: Do Start-ups, Regional Proximity and Skills Matter?" Sustainability 14, no. 10: 5801. https://doi.org/10.3390/su14105801
APA StyleAlam, K., Ali, M. A., Erdiaw-Kwasie, M., Shahiduzzaman, M., Velayutham, E., Murray, P. A., & Wiesner, R. (2022). Impact of ICTs on Innovation and Performance of Firms: Do Start-ups, Regional Proximity and Skills Matter? Sustainability, 14(10), 5801. https://doi.org/10.3390/su14105801