Variable definitions
| Dependent variables | Source | Description |
|---|---|---|
| Sales growth (“sg1”) | CS | Sales growth is the logarithmic ratio of current sales to the previous year’s sales (Compustat item sale). We denote this variable in the tables as sg1 |
| Return on assets (“roa”) | CS | Return on assets, being the ratio of operating income before depreciation (Compustat: oibdp) to average total assets (Compustat: at), which is the sum of the current and previous year’s total assets divided by two |
| Independent variables | ||
| Chief supply chain officer (“csco”) | BX | The binary variable cscoi,t takes a value of 1 if firm i has CSCO presence at least nine months in year t, and 0 otherwise. We use BoardEx variable rolename to identify CSCO positions and measure CSCO tenure with datestartrole and dateendrole |
| COVID-19 period (“covid”) | A binary variable for the COVID-19 period (year 2020) | |
| Supply or demand risk exposure (“exposure”) | RF | Industry exposure to supply or demand risks, determined by calculating the industry average frequency of discussions related to these risks in 2017–2019 earnings calls (see Supplementary Materials for details) |
| Supply or demand shock (“shock”) | RF | Quantifies industry COVID-19 supply and demand shocks by linguistically analyzing sentiment polarity of supply/demand impact mentions in 2020 earnings calls (see Supplementary Materials for details) |
| Control variables | ||
| Firm size | CS | Natural logarithm of previous year’s sales |
| Leverage | CS | Previous year’s long-term debt (dltt) to total assets |
| Sales trend | CS | Previous year’s sales growth |
| Profitability | CS | Previous year’s return on assets |
| Channel variables | ||
| Asset turnover (“ato”) | CS | Sales divided by average total assets |
| Return on sales (“ros”) | CS | Operating income divided by sales |
| Cost of sales (“cos”) | CS | Cost of goods sold (cogs) divided by sales |
| Cash conversion cycle (“ccc”) | CS | (DSO + DIO-DPO), where DSO is the average accounts receivable (rect) to sales ratio, DIO is an average inventory (invt) divided by the cost of goods sold (cogs), and DPO is the average accounts payable (ap) divided by cost of goods |
| Capacity slack (“slack”) | CS | The ratio of net fixed assets (ppent) to sales |
| Asset intensity (“ppe”) | CS | The ratio of net fixed assets to average total assets |
| Vertical integration (“intg”) | CS | 1 – the ratio of purchasing costs (cogs + Δinvt) to sales |
| Dependent variables | Source | Description |
|---|---|---|
| Sales growth (“ | CS | Sales growth is the logarithmic ratio of current sales to the previous year’s sales (Compustat item |
| Return on assets (“ | CS | Return on assets, being the ratio of operating income before depreciation (Compustat: |
| Chief supply chain officer (“ | BX | The binary variable |
| COVID-19 period (“ | A binary variable for the COVID-19 period (year 2020) | |
| Supply or demand risk exposure (“ | RF | Industry exposure to supply or demand risks, determined by calculating the industry average frequency of discussions related to these risks in 2017–2019 earnings calls (see |
| Supply or demand shock (“ | RF | Quantifies industry COVID-19 supply and demand shocks by linguistically analyzing sentiment polarity of supply/demand impact mentions in 2020 earnings calls (see |
| Firm size | CS | Natural logarithm of previous year’s sales |
| Leverage | CS | Previous year’s long-term debt ( |
| Sales trend | CS | Previous year’s sales growth |
| Profitability | CS | Previous year’s return on assets |
| Asset turnover (“ | CS | Sales divided by average total assets |
| Return on sales (“ | CS | Operating income divided by sales |
| Cost of sales (“ | CS | Cost of goods sold ( |
| Cash conversion cycle (“ | CS | (DSO + DIO-DPO), where DSO is the average accounts receivable ( |
| Capacity slack (“ | CS | The ratio of net fixed assets ( |
| Asset intensity (“ | CS | The ratio of net fixed assets to average total assets |
| Vertical integration (“ | CS | 1 – the ratio of purchasing costs ( |
Note(s): Notation: CS = Compustat North America, BX = BoardEx North America, RF = Refinitiv Eikon
Source(s): Created by authors
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