Figure 6
The horizontal axis represents the “S H A P value (impact on model output),” ranging from approximately negative 0.6 to 0.6 in increments of 0.2 units. The vertical axis lists features: “Inventories,” “Net Profit,” “Inventory Turnover,” “Days Sales Outstanding,” “Days Payable Outstanding,” “Current Activities,” “Accounts Receivables,” “Operating Result,” “Sales,” “Total Value Production,” “Equity,” “Accounts Payables,” “Cash and Cash Equivalent,” “Current Liabilities,” “Total Assets,” “Non Current Liabilities,” “Share Capital,” “Tangibles,” “Taxes,” and “Debts.” A color scale, indicated by the “Feature value” bar on the right, maps feature values from blue (“Low”) to red (“High”). “Inventories” is the most impactful feature, with high values (red dots) strongly associated with both negative and positive “S H A P” values, while low values (blue dots) are mostly near zero. “Net Profit” and “Inventory Turnover” are also highly impactful; for “Net Profit,” high values (red) show positive impacts and low values (blue) show negative impacts, including large positive and negative effects. “Days Sales Outstanding” has high values (red) associated with significant negative impacts, and low values (blue) mostly near zero. Most remaining features have low overall impact, clustered closely around zero.Global summary plot for time step 5 (2017)