Variable definitions, data sources and summary statistics
| Variable | Definition and construction | Data source | Observations | Mean | SD | Median | Min | Max |
|---|---|---|---|---|---|---|---|---|
| Asset turnover | Ratio of sales to total assets of the firm | Thomson Reuters | 79201 | 0.262 | 0.177 | 0.223 | 0.017 | 0.983 |
| Capital expenditure (%) | Expenditures for factories, equipment, software development costs and intangible assets that have a useful life of more than one year as percentage of total assets | Thomson Reuters | 53497 | 1.176 | 1.284 | 0.788 | 0.000 | 7.291 |
| Remote working | A measure based on the industry-wise proportion of remote working jobs | Dingel and Neiman (2020) | 79201 | 0.332 | 0.228 | 0.277 | 0.018 | 0.930 |
| Remote working wage | A measure based on industry-wise wage proportion of remote working jobs | Dingel and Neiman (2020) | 79201 | 0.423 | 0.237 | 0.399 | 0.038 | 0.959 |
| Team interaction | A measure based on the internal communication with co-workers | Koren and Pető (2020) | 78803 | 22.619 | 11.080 | 18.000 | 5.000 | 50.000 |
| Customer interaction | A measure based on the external communication with customers | Koren and Pető (2020) | 78803 | 18.604 | 19.886 | 8.000 | 3.000 | 90.000 |
| Face2Face interaction | A measure based on the extent of personal relationships required or working directly with public in an occupation | Avdiu and Nayyar (2020) | 79201 | 1.050 | 0.195 | 0.968 | 0.832 | 1.719 |
| High remote working | A dummy variable that equals 1 for above-median Remote working score and 0 otherwise | Dingel and Neiman (2020) | 79201 | 0.536 | 0.499 | 1.000 | 0.000 | 1.000 |
| High remote working wage | A dummy variable that equals 1 for above-median Remote working wage score and 0 otherwise | Dingel and Neiman (2020) | 79201 | 0.517 | 0.500 | 1.000 | 0.000 | 1.000 |
| High team interaction | A dummy variable that equals 1 for above-median Team interaction score and 0 otherwise | Koren and Pető (2020) | 78803 | 0.500 | 0.500 | 0.000 | 0.000 | 1.000 |
| High customer interaction | A dummy variable that equals 1 for above-median Customer interaction score and 0 otherwise | Koren and Pető (2020) | 78803 | 0.483 | 0.500 | 0.000 | 0.000 | 1.000 |
| High Face2Face interaction | A dummy variable that equals 1 for above-median Face2Face interaction and 0 otherwise | Avdiu and Nayyar (2020) | 79201 | 0.558 | 0.497 | 1.000 | 0.000 | 1.000 |
| Liquidity | Cash and cash equivalents scaled by total assets | Thomson Reuters | 79201 | 0.146 | 0.146 | 0.101 | 0.000 | 0.675 |
| Leverage | Debt-to-Equity ratio of the firm | Thomson Reuters | 79201 | 0.752 | 1.335 | 0.406 | −3.151 | 8.245 |
| Profitability | Earnings before interest, tax, depreciation and amortisation (EBITDA) scaled by total assets of the firm | Thomson Reuters | 79201 | 0.024 | 0.027 | 0.023 | −0.088 | 0.111 |
| Size | Logarithm of total assets of the firm (USD) | Thomson Reuters | 79201 | 13.291 | 2.019 | 13.223 | 6.891 | 17.812 |
| Δ Tangibility | Change in tangibility scaled by total assets | Thomson Reuters | 75602 | 0.004 | 0.025 | 0.001 | −0.072 | 0.148 |
| Δ Debt | Change in debt scaled by total assets | Thomson Reuters | 75877 | 0.005 | 0.044 | 0.000 | −0.129 | 0.220 |
| Δ Cash | Change in cash scaled by total assets | Thomson Reuters | 76871 | 0.004 | 0.047 | 0.0000 | −0.142 | 0.213 |
| Variable | Definition and construction | Data source | Observations | Mean | SD | Median | Min | Max |
|---|---|---|---|---|---|---|---|---|
| Asset turnover | Ratio of sales to total assets of the firm | Thomson Reuters | 79201 | 0.262 | 0.177 | 0.223 | 0.017 | 0.983 |
| Capital expenditure (%) | Expenditures for factories, equipment, software development costs and intangible assets that have a useful life of more than one year as percentage of total assets | Thomson Reuters | 53497 | 1.176 | 1.284 | 0.788 | 0.000 | 7.291 |
| Remote working | A measure based on the industry-wise proportion of remote working jobs | 79201 | 0.332 | 0.228 | 0.277 | 0.018 | 0.930 | |
| Remote working wage | A measure based on industry-wise wage proportion of remote working jobs | 79201 | 0.423 | 0.237 | 0.399 | 0.038 | 0.959 | |
| Team interaction | A measure based on the internal communication with co-workers | 78803 | 22.619 | 11.080 | 18.000 | 5.000 | 50.000 | |
| Customer interaction | A measure based on the external communication with customers | 78803 | 18.604 | 19.886 | 8.000 | 3.000 | 90.000 | |
| Face2Face interaction | A measure based on the extent of personal relationships required or working directly with public in an occupation | 79201 | 1.050 | 0.195 | 0.968 | 0.832 | 1.719 | |
| High remote working | A dummy variable that equals 1 for above-median | 79201 | 0.536 | 0.499 | 1.000 | 0.000 | 1.000 | |
| High remote working wage | A dummy variable that equals 1 for above-median | 79201 | 0.517 | 0.500 | 1.000 | 0.000 | 1.000 | |
| High team interaction | A dummy variable that equals 1 for above-median | 78803 | 0.500 | 0.500 | 0.000 | 0.000 | 1.000 | |
| High customer interaction | A dummy variable that equals 1 for above-median | 78803 | 0.483 | 0.500 | 0.000 | 0.000 | 1.000 | |
| High Face2Face interaction | A dummy variable that equals 1 for above-median | 79201 | 0.558 | 0.497 | 1.000 | 0.000 | 1.000 | |
| Liquidity | Cash and cash equivalents scaled by total assets | Thomson Reuters | 79201 | 0.146 | 0.146 | 0.101 | 0.000 | 0.675 |
| Leverage | Debt-to-Equity ratio of the firm | Thomson Reuters | 79201 | 0.752 | 1.335 | 0.406 | −3.151 | 8.245 |
| Profitability | Earnings before interest, tax, depreciation and amortisation (EBITDA) scaled by total assets of the firm | Thomson Reuters | 79201 | 0.024 | 0.027 | 0.023 | −0.088 | 0.111 |
| Size | Logarithm of total assets of the firm (USD) | Thomson Reuters | 79201 | 13.291 | 2.019 | 13.223 | 6.891 | 17.812 |
| Δ Tangibility | Change in tangibility scaled by total assets | Thomson Reuters | 75602 | 0.004 | 0.025 | 0.001 | −0.072 | 0.148 |
| Δ Debt | Change in debt scaled by total assets | Thomson Reuters | 75877 | 0.005 | 0.044 | 0.000 | −0.129 | 0.220 |
| Δ Cash | Change in cash scaled by total assets | Thomson Reuters | 76871 | 0.004 | 0.047 | 0.0000 | −0.142 | 0.213 |
Source(s): Authors’ computations
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