Risk Influence of Employee Productivity on Business Failure: Evidence Found in Serbian SMEs
Abstract
:1. Introduction
- ○
- What are the main causes of low productivity in small and medium-sized companies?
- ○
- How does low productivity affect the financial performance and viability of small and medium-sized companies?
- ○
- What are the key indicators of low productivity in small and medium-sized companies?
- ○
- What are the differences in the impact of low productivity on small and medium-sized companies in different industries?
- ○
- What strategies and tactics can small and medium-sized companies use to improve productivity and avoid failure?
- ○
- How do external factors such as economic conditions and competition impact the relationship between low productivity and business failure in small and medium-sized companies?
- ○
- How do the size and structure of small and medium-sized companies influence the relationship between low productivity and business failure?
- Investigate the relationship between low productivity and business failure in small and medium-sized companies from Europe using statistical analysis to determine the extent to which low productivity is a significant predictor of business failure in this context;
- Identify specific factors that contribute to low productivity in small and medium-sized companies from Europe, such as business leadership, type of business, company size, and employee engagement;
- Analyze the industry-specific effects of low productivity on business failure, comparing and contrasting service-oriented and manufacturing companies, for instance;
- Examine the long-term effects of low productivity on business failure by tracking the performance of companies over a period of time and comparing those with higher productivity to those with lower productivity.
2. Literature Review
Productivity as the Key Risk Factor on Business Sustainability
- If employees are not productive, the company may struggle to keep up with the competition and maintain its market share, which is particularly true in European countries, including highly to very highly developed markets. The consequences of low productivity on potential business failure have been measured in order to establish the correlation between low productivity and decreased competitiveness (smaller market share), which causes lower revenue and profit margins, thus increasing the risk of business failure [42];
- Low productivity of the workforce can lead to delays in completing tasks and fulfilling orders, which can result in decreased business efficiency and decreased customer satisfaction. This can lead to a decline in sales and a loss of customers, which can be difficult to recover from, and it can result in the worst-case scenario [43,44,45];
- From the perspective of costs, low productivity can directly influence business failure through highly increased costs of doing business, as it takes longer for tasks to be completed and for orders to be fulfilled. This can put a strain on the company’s finances, making it more difficult to meet financial obligations and maintain the viability of the business [46,47,48];
- From the perspective of differentiation and innovation, employees are not productive in case they do not have the time or energy to develop new ideas. This can result in a lack of differentiation in the market, which can be a major disadvantage in a rapidly changing business environment, increasing the risk of business failure [49].
3. Methodology
3.1. Framework
3.2. Hypothesis Formulation and Variables Definition
3.3. Statistical Methods to Be Used within Quantitative Analysis
- Multiple linear regression analysis based on the least squares method (which compares predicted versus actual data): This test shall be used to determine the strength and direction of the relationship between low productivity and business failure, as well as the effect of other factors such as company size, type of business, revenue trend, profit trend, costs trend, and workforce migration on this relationship;
- Logistic regression analysis based on supervised classification algorithm: This test shall be used to analyze the relationship between low productivity and the likelihood of business failure, considering factors such as company size, industry, and the structure of workforce;
- Time-series regression analysis based on ARIMAX (autoregressive integrated moving average with explanatory variable) forecasting algorithm: This test shall be used to analyze the relationship between low productivity and business failure over time, by tracking the performance of companies over a period and comparing those with higher productivity to those with lower productivity.
4. Results
4.1. Research Sample
- Belgrade—257 companies (11,000 in total, of which 5000 generate 80% of the total revenue for this region);
- Vojvodina—143 companies (4000 in total, of which 1000 generate 80% of the total revenue for this region);
- Western Serbia—49 companies (2500 in total, out of which 1000 generate 80% of the total revenue for this region);
- South and East Serbia—19 companies (800 in total, of which 300 generate 80% of the total revenue for this region).
4.2. Research Findings
- A statistically significant relationship has been discovered in the case of sampled failed SMEs (p value below 0.05) between several business performance indicators and low employee productivity (displayed with flag “yes” in Table 3) with the help of the multiple linear regression test. Revenue from sales of products and service, operating costs, employee turnover rate, and profitability were determined as statistically significant indicators, influencing low productivity with a complex combination of influence on the fact whether the business will fail or not. Main results can be seen from table below, where low revenue from sales and high operating costs were key correlators with business failure in the case of small companies, and low or negative profitability and high employee turnover rate were most significant in the case of medium-sized companies.
- A quantification of the impact of low employee productivity on business failure—since the research used statistical methods through logistical regression to quantify the magnitude of the relationship between low employee productivity and business failure, it was determined that the proportion of SMEs that failed due to low productivity is directly driven by mostly revenue from sales of products and services, followed by large spikes of operating costs. Results (displayed in Table 4) confirm that business failure can be predicted through several business performance indicators.
- A trend analysis for the consideration of time series of business performance data—since it was necessary to overcome the problem in some cases of companies where failure was a the result of several years of declining, the authors transformed data into trend variables and analyzed regression in more detail, discovering that medium-sized companies are declining slower with graduate collapse of business, and on the opposite, small companies tend to become unsustainable more quickly, making it harder to detect the risk of business failure soon enough. This can be visualized by observing Table 5, where the best results of time series regression were obtained with 2-year trend data in the case of small service-oriented companies, and also in the case of 4-year and 5-year trend in the case of medium-sized manufacturing companies. Therefore, one possible finding is that small service-oriented companies suffer from low productivity quicker than medium-sized manufacturing companies.
- A comparison of the impact of low employee productivity on different types of SMEs, between manufacturing and service-oriented ones. The research used multiple regression in order to compare the impact of low employee productivity on different types of SMEs, discovering a possible correlation between small companies that are service-oriented as well as medium-sized companies that are manufacturing-oriented. Results are displayed in Table 6.
4.3. Hypothesis Testing
5. Discussion and Conclusions
5.1. Key Findings and Conclusions
5.2. Discussion of Research Findings
- medium-sized manufacturing companies is under direct correlation of high employee turnover rate and
- small-sized, service-oriented companies is not under direct correlation of high employee turnover rate.
5.3. Limitations of Conducted Research
- Historic period of observation for forecasting trend: According to the Serbian Chamber of Commerce, there are limited historic data about failed SMEs from Serbia, which goes until the year of 2017.
- Sample bias: The sample of small and medium-sized companies used in the study may not be representative of the population of small and medium-sized companies from Europe, potentially leading to inaccurate conclusions.
- Measurement error: The measures used to assess productivity and business failure may not accurately capture the constructs of interest, leading to inaccurate or unreliable results.
- Causality: It can be difficult to determine causality between low productivity and business failure as there may be other factors that contribute to business failure that are not captured in the study.
- Data availability: The data needed to conduct research may not be readily available or accessible, making it difficult to obtain the necessary information to conduct the research.
- Data quality: The data used in the research may not be of high quality, leading to inaccurate or unreliable conclusions.
- Longitudinal studies: The duration of the study may not be long enough to capture the long-term effects of low productivity on business failure.
- Interdependence: It can be difficult to determine the interdependence of different factors that contribute to productivity and business failure.
- Generalization: The findings from the study may not be generalizable to other small and medium-sized companies from different regions or industries.
5.4. Practical Implications
- Identification of key factors that contribute to low productivity: The research may identify specific factors that contribute to low productivity in small and medium-sized companies from Europe, which can inform interventions and policies to improve productivity.
- Improved business sustainability: By identifying the relationship between low productivity and business failure, the research may help small and medium-sized companies from Europe to improve their sustainability and reduce the risk of failure.
- Improved employee engagement: The research may provide insights into how to improve employee engagement and motivation, which can lead to higher productivity and improved business sustainability.
- Improved employee retention: The research may provide insights into how to improve employee retention, which can lead to higher productivity and improved business sustainability.
- Improved decision making: The research may provide insights into how to improve decision making in small and medium-sized companies from Europe, which can lead to higher productivity and improved business sustainability.
5.5. Future Research Plans
- Conducting a large-scale, longitudinal study to track the performance of small and medium-sized companies over a period of time and analyzing the relationship between low productivity and business failure in these companies.
- Examining the relationship between low productivity and business failure in small and medium-sized companies from different European countries to determine if there are any country-specific factors that contribute to low productivity and business failure.
- Analyzing the effect of digitalization and automation on productivity and business failure in small and medium-sized companies and the implications for future business sustainability.
- Investigating the role of employee engagement and motivation in productivity and business failure in small and medium-sized companies and developing strategies for improving engagement and motivation.
- Examining the relationship between low productivity and business failure in small and medium-sized companies in different industries to identify industry-specific factors that contribute to low productivity and business failure.
- Developing and testing a framework for measuring productivity in small and medium-sized companies and comparing the measurement methodologies used by different companies.
- Conducting comparative analysis of the productivity and business failure of small and medium-sized companies in different regions of Europe to identify regional differences that may affect productivity and business failure.
- Exploring the impact of government policies on productivity and business failure in small and medium-sized companies from Europe.
- Investigation and comparation of SMEs to determine whether the market share of the SME itself can make the key influence on sustainability, since in majority share or monopoly situations, low productivity is not an issue.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
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Company Size | 10–49 | 50–249 |
---|---|---|
No of manufacturing-oriented companies (%) | 32 (7%) | 167 (35%) |
No of service-oriented companies (%) | 145 (31%) | 124 (27%) |
Central Tendency Tests * | Distribution Tests ** | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Std. Deviation | Median/Mean | Skewness | Kurtosis | Quartiles | ||||||||
Division by | Group of SMEs | Within group | Between groups | Within group | Between groups | Within group | Between groups | Within group | Between groups | Bottom 25% | IQR | Top 25% |
Company size | Sample | 0.99 | 1.01 | 0.98 | 0.89 | −0.41 | −0.54 | −2.1 | −2.96 | −0.64 | 1.38 | 0.48 |
Population | 0.95 | 1.02 | 0.95 | 0.97 | −0.55 | −0.48 | −2.41 | −2.56 | −0.59 | 1.35 | 0.58 | |
Type of business | Sample | 0.97 | 1.04 | 0.97 | 0.92 | −0.63 | −0.54 | −2.1 | −2.87 | −0.64 | 1.38 | 0.48 |
Population | 0.94 | 1.03 | 0.94 | 0.95 | −0.58 | −0.52 | −2.39 | −2.56 | −0.59 | 1.35 | 0.58 | |
Industry | Sample | 0.94 | 0.92 | 0.94 | 0.94 | −0.62 | −0.59 | −2.2 | −2.98 | −0.64 | 1.36 | 0.48 |
Population | 0.96 | 1.24 | 0.97 | 0.90 | −1.59 | −0.11 | −2.44 | −2.56 | −0.59 | 1.37 | 0.58 | |
Region | Sample | 0.91 | 1.00 | 0.97 | 0.92 | −0.60 | −0.34 | −2.3 | −3.44 | −0.64 | 1.22 | 0.48 |
Population | 0.99 | 1.02 | 0.97 | 0.95 | −0.57 | −0.61 | −3.01 | −3.89 | −0.59 | 1.29 | 0.58 |
Business Performance Indicator | Low Productivity (Flag: Yes, No) | Failed Company Size | Regression Coefficient | p-Value | t-Test |
---|---|---|---|---|---|
Low Revenue from sales | Yes | Small | 1.44 | <0.05 | 1.75 |
Yes | Medium | 0.65 | >0.05 | 0.89 | |
High operating costs | Yes | Small | 1.66 | <0.05 | 1.74 |
Yes | Medium | 0.77 | >0.05 | 0.99 | |
Low or negative profitability | Yes | Small | 0.54 | >0.05 | 0.76 |
Yes | Medium | 1.88 | <0.05 | 1.53 | |
High employee turnover rate | Yes | Small | 0.56 | >0.05 | 0.45 |
Yes | Medium | 1.23 | <0.05 | 1.02 |
Dependent Variable | Independent Variable | Overall Logistics Regression Statistics | Statistical Significance (p-Value) |
---|---|---|---|
Business failure | Revenue from sales | 0.74 | <0.05 |
Operating costs | 0.69 | <0.05 | |
Manufacturing company | 0.46 | <0.05 | |
Services-oriented company | 0.23 | <0.05 | |
Small-sized company | 0.14 | <0.05 | |
Medium-sized company | 0.11 | <0.05 |
Regression Coefficient with Time Series Trend Data | ||||||
---|---|---|---|---|---|---|
Type of Business | Company Size | 2-Year Trend | 3-Year Trend | 4-Year Trend | 5-Year Trend | p-Value |
Manufacturing | Small | 0.25 | 0.66 | 0.76 | 0.75 | <0.01 |
Services | Small | 1.83 | 1.63 | 1.33 | 1.06 | <0.01 |
Manufacturing | Medium | 1.22 | 1.20 | 1.67 | 1.95 | <0.01 |
Services | Medium | 0.11 | 0.12 | 0.16 | 0.19 | <0.01 |
Dependent Variable | Type of Business | Company Size | Regression Coefficient | Stat. Significance |
---|---|---|---|---|
Business failure | Manufacturing | Small | 0.36 | <0.05 |
Services | Small | 0.83 | <0.05 | |
Manufacturing | Medium | 0.78 | <0.05 | |
Services | Medium | 0.11 | <0.05 |
Hypothesis | Sum of Squares | Mean of Squares | F-Test p-Value | ||
---|---|---|---|---|---|
Between Groups | Within Groups | Between Groups | Within Groups | ||
H1 | 46,244 | 8951 | 7232 | 2622 | F 10,21 p-value < 0.05 |
H2 | 63,361 | 7926 | 11,352 | 4122 | F 10,33 p-value < 0.05 |
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Damnjanovic, A.M.; Dimitrijevic, V.; Nesic, S.; Miskic, M.; Mrdak, G.; Arsic, S.M. Risk Influence of Employee Productivity on Business Failure: Evidence Found in Serbian SMEs. Sustainability 2023, 15, 4705. https://doi.org/10.3390/su15064705
Damnjanovic AM, Dimitrijevic V, Nesic S, Miskic M, Mrdak G, Arsic SM. Risk Influence of Employee Productivity on Business Failure: Evidence Found in Serbian SMEs. Sustainability. 2023; 15(6):4705. https://doi.org/10.3390/su15064705
Chicago/Turabian StyleDamnjanovic, Aleksandar M., Vladimir Dimitrijevic, Sandra Nesic, Miroslav Miskic, Gordana Mrdak, and Sinisa M. Arsic. 2023. "Risk Influence of Employee Productivity on Business Failure: Evidence Found in Serbian SMEs" Sustainability 15, no. 6: 4705. https://doi.org/10.3390/su15064705
APA StyleDamnjanovic, A. M., Dimitrijevic, V., Nesic, S., Miskic, M., Mrdak, G., & Arsic, S. M. (2023). Risk Influence of Employee Productivity on Business Failure: Evidence Found in Serbian SMEs. Sustainability, 15(6), 4705. https://doi.org/10.3390/su15064705