KPIs Reporting and Financial Performance in the Transition to Mandatory Disclosure: The Case of Italy
Abstract
:1. Introduction
- The production of specific legal provisions aimed to extend the content of mandatory reporting to social and environmental impacts of business, with the definition of a minimum level of disclosure for large companies.
2. Background and Research Questions
- RQ1—How has the transition to the mandatory regime of NFI impacted the level of disclosure of KPIs?
- RQ2—Is there a significant association between the level of disclosure and financial performance of the firms?
3. Methods and Data
3.1. Sample
3.2. Variables of the Statistical Analyses and Data Sources
- (a)
- Overall Disclosure Index (DI);
- (b)
- Scores obtained from DEA applied to financial ratios;
- (c)
- Size and business sector of companies.
- “b” = indicators (for each the category);
- “n” = number of indicators (for each category);
- “iu” = 1 if the company uses the indicator in the report (0 otherwise);
- “c” = category of indicators.
- It is an effective tool for evaluating the relative efficiency of DMUs in the presence of multiple performance measures [127]. This aspect, like the previous ones, is relevant in our case because the variables that we use to summarize the levels of financial performance, even if all ratios, express different aspects of the multidimensional financial performance.
- The first is obtained from financial ratios related to the capital structure (Interest coverage ratio, Leverage ratio and Debt to Ebitda Ratio) and to liquidity (Current ratio). In the regression model this score is named “Pfin”;
- The latter is obtained from financial ratios suitable to summarize the profitability and economic efficiency of the firm. In the regression model, this score is named “Pec”.
- output variables. Financial ratios whose increase expresses a higher performance level;
- input variables. Financial ratios whose reduction expresses a higher performance level.
3.3. Statistical Methods
- t = 1, …, 3;
- i = 1, …, 44;
- . With reference to uit, we highlight that, theoretically, it could be correlated over time. However, in our model it is divided in a random effect invariant over time (vit) and a random error variable over time (εit);
- y is left-censored, so for values of the variable DI ≤ 0.2 and the correct estimates of the model are obtained by the Maximum Likelihood Estimation (MLE) method.
4. Results
4.1. Research Questions 1
4.2. Research Questions 2
- All coefficients are different from zero, therefore the model can be considered acceptable (Wald chi2(4) = 31.74 with p_value = 0.000);
- The variables “Pfin” and “Size” are significant at the 0.01 level and the variable “Pec” is significant at 0.05 level;
- The intraclass correlation coefficient (rho) suggests that 18.3% of the variance is due to the differences between panels.
5. Discussion
- A generalized reduction in the use of KPIs from the last year of voluntary (2016) to the early year (2017) of the mandatory regime;
- A tendential stabilization in the use of KPIs in 2018 compared to 2017.
6. Conclusions
Author Contributions
Funding
Conflicts of Interest
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A | Companies included in the FTSE Italia All-Share index (December 2019) | 242 | |
B | Companies not listed throughout the three years period | −18 | |
C | Companies adopting a reporting standard different from GRI in at least one of the three years under consideration | −165 | |
D | Listed Companies adopting GRI guidelines over the period 2016/2018 (A-B-C) | 59 | |
% of D | |||
E | Financial companies | −9 | 15.25% |
D | Companies declaring to adopt the GRI Guidelines but whose report shows a partial application of the standard or lacks in GRI Index | −3 | 5.08% |
G | Companies with data not available for all variables | −3 | 5.08% |
H | Total Sample Size | 44 | 74.58% |
Categories of GRI Indicators | Number of Indicators | ||
---|---|---|---|
G4 | GRI-S | ||
1 | • Economic (EC) | 9 | 13 |
2 | • Environmental (EN) | 34 | 30 |
• Social | |||
3 | - Sub-Category: Labor Practices and Decent Work (LA) | 16 | 21 |
4 | - Sub-Category: Human Rights (HR) | 12 | 11 |
5 | - Sub-Category: Society (SO) | 11 | 6 |
6 | - Sub-Category: Product Responsibility (PR) | 9 | 7 |
Total | 91 | 88 |
Indicator | Formula | Type | |
---|---|---|---|
Pfin | Current Ratio | Current Assets/Current Liabilities | Output |
Interest Coverage Ratio | Ebit/Interest Expense | Output | |
Leverage Ratio (Debt Ratio) | Total Debt/Total Assets | Input | |
Debt to Ebitda Ratio | Total Debt/Ebitda | Input | |
Indicator | Formula | Type | |
Pec | Return on Assets (ROA) | Ebit/Total Assets | Output |
Return on Equity (ROE) | Net Income/Equity | Output | |
Operating Ratio | Operating Expenses/Revenues | Input | |
Ebit to Net Income Ratio | Ebit/Net Income | Input |
Values from Balance Sheet | Id Code Datastream | Values from Income Statement | Id Code Datastream |
---|---|---|---|
Current Assets | WC02201 | Revenues | WC01001 |
Total Assets | WC02999 | Operating expenses | WC01249 |
Current Liabilities | WC03101 | Interest Expense | WC01075 |
Total Debt | WC03255 | Ebitda | WC18198 |
Equity | WC03501 | Ebit | WC18191 |
Net Income | WC01706 |
Sector (According to Industry Classification on the Italian Stock Exchange) | Coding | Dummy Variable | |
---|---|---|---|
Industrial | (IND) | Sensitive | 1 |
Utilities | (UTL) | Sensitive | 1 |
Basic Materials | (BM) | Sensitive | 1 |
Oil and Gas | (OG) | Sensitive | 1 |
Consumer Services | (CS) | Non-sensitive | 0 |
Consumer Goods | (CG) | Non-sensitive | 0 |
Health Care | (HC) | Non-sensitive | 0 |
Technology | (TEC) | Non-sensitive | 0 |
Telecommunications | (TEL) | Non-sensitive | 0 |
2016 | |||||
---|---|---|---|---|---|
DI | Pfin | Pec | Size | Sector | |
DI | 1 | ||||
Pfin | −0.35205 | 1 | |||
Pec | −0.02449 | 0.490348 | 1 | ||
Size | 0.490838 | −0.22749 | 0.056131 | 1 | |
Sector | 0.149851 | −0.06646 | 0.012986 | 0.33471 | 1 |
2017 | |||||
DI | Pfin | Pec | Size | Sector | |
DI | 1 | ||||
Pfin | −0.14406 | 1 | |||
Pec | −0.01069 | 0.62785 | 1 | ||
Size | 0.558431 | −0.11489 | 0.172165 | 1 | |
Sector | −0.02061 | −0.10119 | 0.087151 | 0.335798 | 1 |
2018 | |||||
DI | Pfin | Pec | Size | Sector | |
DI | 1 | ||||
Pfin | −0.20149 | 1 | |||
Pec | −0.00283 | 0.563111 | 1 | ||
Size | 0.498535 | −0.35141 | −0.12842 | 1 | |
Sector | −0.0556 | −0.29611 | −0.27865 | 0.337904 | 1 |
2016 | 2017 | 2018 | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Disclosure Indexes | 1st Quartile | Median | 3rd Quartile | Mean | 1st Quartile | Median | 3rd Quartile | Mean | 1st Quartile | Median | 3rd Quartile | Mean |
Overall (DI) | 0.282 | 0.406 | 0.595 | 0.456 | 0.234 | 0.302 | 0.489 | 0.393 | 0.264 | 0.334 | 0.445 | 0.407 |
EC | 0.288 | 0.444 | 0.714 | 0.506 | 0.231 | 0.385 | 0.635 | 0.432 | 0.231 | 0.385 | 0.692 | 0.437 |
EN | 0.265 | 0.423 | 0.529 | 0.448 | 0.235 | 0.333 | 0.468 | 0.398 | 0.233 | 0.350 | 0.500 | 0.407 |
LA | 0.375 | 0.500 | 0.688 | 0.540 | 0.286 | 0.375 | 0.619 | 0.418 | 0.286 | 0.381 | 0.619 | 0.461 |
HR | 0.000 | 0.216 | 0.511 | 0.324 | 0.083 | 0.182 | 0.426 | 0.298 | 0.091 | 0.182 | 0.386 | 0.300 |
SO | 0.273 | 0.455 | 0.659 | 0.462 | 0.182 | 0.364 | 0.534 | 0.406 | 0.167 | 0.333 | 0.542 | 0.424 |
PR | 0.194 | 0.437 | 0.694 | 0.456 | 0.143 | 0.333 | 0.560 | 0.404 | 0.143 | 0.429 | 0.571 | 0.412 |
Median Test | ||
---|---|---|
- H0: Me1 = Me2 (The two groups of observations belong to two populations with the same median) | ||
Pearson chi2 | p-value | |
“Pfin” | 0.7273 | 0.394 |
“Pec” | 0.0455 | 0.831 |
Wilcoxon-Mann-Whitney Test | ||
- H0: Me1 = Me2 (the two groups of observations belong to two populations with the same median) | ||
Test z | Prob > |z| | |
“Pfin” | 1.161 | 0.2458 |
“Pec” | −0.067 | 0.9466 |
Kolmogorov-Smirnov Test | ||
- H0: The two samples follow the same distribution | ||
D | p-value | |
“Pfin” | 0.091 | 0.961 |
“Pec” | 0.182 | 0.423 |
Random-Effects Tobit Regression Group Variable: Company Random Effects u_i~Gaussian | Number of Obs. = 132 Number of Groups = 44 | |||||
---|---|---|---|---|---|---|
Integration Method: Mvaghermite | Integration Pts. = 12 | |||||
Log Likelihood = 12.332014 | Wald chi2 (4) = 31.74 Prob > chi2 = 0.0000 | |||||
DI | Coef. | Std. Err. | z | P > |z| | [95% Conf. Interval] | |
Pfin | 0.1348 | 0.0254 | 5.30 | 0.000 | 0.0849 | 0.1846 |
Pec | −0.1385 | 0.0599 | −2.31 | 0.021 | −0.2560 | −0.0209 |
Size | 0.1482 | 0.0266 | 5.56 | 0.000 | 0.0959 | 0.2004 |
Sector | −0.0568 | 0.0401 | −1.42 | 0.156 | −0.1355 | 0.0217 |
Cons | −0.4890 | 0.1712 | −2.86 | 0.004 | −0.8246 | −0.1535 |
/sigma_u | 0.0863 | 0.0260 | 3.31 | 0.001 | 0.0352 | 0.1374 |
/sigma_e | 0.1823 | 0.0145 | 12.51 | 0.000 | 0.1537 | 0.2108 |
rho | 0.1832 | 0.1018 | 0.048 | 0.4401 | ||
LR test of sigma u = 0: chibar2 (01) = 3.67 | Prob ≥ chibar2 = 0.028 | |||||
12 left-censored observations |
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Loprevite, S.; Raucci, D.; Rupo, D. KPIs Reporting and Financial Performance in the Transition to Mandatory Disclosure: The Case of Italy. Sustainability 2020, 12, 5195. https://doi.org/10.3390/su12125195
Loprevite S, Raucci D, Rupo D. KPIs Reporting and Financial Performance in the Transition to Mandatory Disclosure: The Case of Italy. Sustainability. 2020; 12(12):5195. https://doi.org/10.3390/su12125195
Chicago/Turabian StyleLoprevite, Salvatore, Domenico Raucci, and Daniela Rupo. 2020. "KPIs Reporting and Financial Performance in the Transition to Mandatory Disclosure: The Case of Italy" Sustainability 12, no. 12: 5195. https://doi.org/10.3390/su12125195
APA StyleLoprevite, S., Raucci, D., & Rupo, D. (2020). KPIs Reporting and Financial Performance in the Transition to Mandatory Disclosure: The Case of Italy. Sustainability, 12(12), 5195. https://doi.org/10.3390/su12125195