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The predictability of financial, accounting‐based, and industrial factors on
the success of newly incorporated Spanish firms
Ramon Saladrigues
Yehui Tong
Faculty of Law, Economics and Tourism, University of Lleida
Department of Business Administration and Economic Management of Natural Resources
Introduction (the core of entrepreneurship)
• The core of entrepreneurship is to explore and explain the issue of new venture success and
failure (Amason et al. 2006).
• 20 to 40 percent of entrants suffer failure in the first two years; and
the survival rate is between 40 and 50 percent after seven years in 10 OECD
(The Organisation for Economic Co‐operation and Development) countries;
Bartelsman et al. (2005).
• The purpose of this paper is to explore the predictability of financial, accounting‐based, an
d industrial factors (as well as corporate venturing) on survival‐based success in
manufacturing and distributive industries — section C and G of NACE Rev. 2 (from
Eurostat of European Commission, 2008).
Liability of newness & liability of smallness (Mellahi and Wilkinson, 2004)
• Liability of newness (Stinchcombe, 1965): young firms often lack of resources, experience, and social
capital.
• Liability of smallness (Aldrich and Auster, 1986): small firms face problems of raising capital, highly
skilled workers, and administrative costs.
Passive learning & active learning (Lotti and Santarelli, 2004).
• Passive learning (Jovanovic, 1982): every firm believes in itself, because a single firm does not know
its true cost before operating; the efficiency of a firm would be learned after its operation;
efficient firms outperform inefficient ones in survival and growth.
• Active learning (Ericson and Pakes, 1995): in order to maximize the expected value, firms
make decisions with knowing the characteristics of themselves and
competitors and the future distribution of industry structure.
Resource‐based view & industrial organization (Kraaijenbrink et al., 2010):
• Resource‐based view focuses on the internal sources of a firm’s sustained competitive advantage (for
example, valuable, rare, inimitable, and non-substitutable resources and capabilities).
• Industrial organization view explains the impacts of outside industry structure on firm performance by
structure–conduct–performance paradigm.
Literature review
• Spanish firms incorporated in 2008 and 2009 in manufacturing and distributive sectors
are selected from SABI database (Iberian Balance sheet Analysis System) developed by
INFORMA D&B and Bureau Van Dijk.
• Number of firms from manufacturing sector: 4382
(2327 from the 2008 cohort; 2055 from the 2009 cohort)
• Number of firms from distributive sector: 12865
(6683 from the 2008 cohort; 6182 from the 2009 cohort)
• For each cohort the firms are tracked for five years after the incorporation year.
• In order to enlarge the size of sample, the firms
incorporated in 2008 and 2009 are put together, which means that incorporation year doe
s not work as a variable in analysis.
Data
Dependent variables & accounting-based independent variables
Dependent variable Definition
Survival-based
success or failure
Whether or not showing the failure event: two consecutive years without reporting
operating revenues (Fotopoulos and Louri, 2000).
Accounting-based
factors
Measures of independent variables in regression (with dichotomous variables and some
mathematical variations for avoiding collinearity problem)
Firm size Natural logarithm of one plus total assets: Ln (1+total assets in thousands of Euros)
Market share Firm´s operating revenues/The total amount of operating revenues in the industry where
that firm is
Financial & financing independent variables
Financial &
financing factors
Measures in regression
Profitability Dichotomous variable, whether showing positive economic profitability
Economic profitability: Profits before tax/Total assets
Solvency (or
leverage)
Reciprocal of indebtedness: 1/indebtedness
Indebtedness: (Total shareholders funds and liabilities—Shareholders equity)/Total
shareholders funds and liabilities
Liquidity Reciprocal of general liquidity: 1/general liquidity
General liquidity: Current assets/Current liabilities
Efficiency Asset rotation: Sales/Total assets
Bank credit Dichotomous variable, whether showing positive bank loans in firm´s balance sheet
(liabilities)
Trade credit Accounts receivable/Total assets & Accounts payable/Total liabilities
Other firm-specific & industrial independent variables
Factors Independent variables Measures in regression
Other firm-
specific factor
Corporate venturing Dichotomous variable, whether the number of companies in corporate
group is more than zero.
Industrial
factors (in
two‐digit code,
NACE Rev. 2)
Entry rate The number of incorporated firms within a year in a selected
industry/The number of the firms reporting total assets in that industry in
the same year
Concentration rate The total amount of operating revenues of the top 10 percent firms in a
selected industry in a year/The total amount of operating revenues in that
industry in the same year (López-García and Puente, 2006)
Industry growth rate (Operating revenues in a selected industry in a year — the operating
revenues in that industry one year before)/ The operating revenues in that
industry one year before
Firms being successful after age 3
Firms failing after age 3
Firms failing after age 2
Firms being successful after age 3
Firms failing after age 3
Firms being successful after age 3
Failure group
Success group
Failure group
Success group
Success group
Firms failing after age 1
Success group
Success group
Failure group
Failure group
Success group
C1 C12-345 C123-45
C2 C23-45
C3
Regressions with the data of age 1
Regressions with the data of age 2
Regressions with the data of age 3
Failure group
Failure group
Firms failing after age 3
Firms failing after age 2
Logistic regressions to identify the predictability of factors at age 1, age 2, and age 3 in different classifications
Regression results (B=coefficient; Sig.=statistical significance; Yes=being significant at 95% confidence level)
Manufacturing sector
C1 (predicted
60.7 %)
C12-345 (58.7%)
C123-45
(57.4%)
C2 (61.2 %)
C23-45
(60.1%)
C3 (62.6%)
B Sig. B Sig. B Sig. B Sig. B Sig. B Sig.
Ln Total assets 0,158 Yes 0,144 Yes 0,130 Yes 0,141 Yes 0,131 Yes 0,172 Yes
Firm´s market share
Profitability 0,653 Yes 0,545 Yes 0,504 Yes 0,730 Yes 0,627 Yes 0,947 Yes
Reciprocal of indebtedness -0,008 Yes -0,007 Yes
Bank loans
Accounts receivables to total assets
Accounts payable to total liabilities
Reciprocal of general liquidity -0,060 Yes -0,055 Yes -0,031 Yes
Asset rotation -0,022 Yes
Corporate venturing 0,176 Yes 0,168 Yes 0,146 Yes 0,152 Yes
Entry rate
Concentration
Industry growth -0,686 Yes -0,645 Yes -0,675 Yes -1,377 Yes 1,774 Yes
Regression results (B=coefficient; Sig.=statistical significance; Yes=being significant at 95% confidence level)
Distributive sector
C1 (predicted
60.5%)
C12-345
(59.9%)
C123-45
(60.2%)
C2 (63.3%) C23-45 (63.1%) C3 (65.0%)
B Sig. B Sig. B Sig. B Sig. B Sig. B Sig.
Ln Total assets 0,238 Yes 0,208 Yes 0,215 Yes 0,213 Yes 0,219 Yes 0,261 Yes
Firm´s market share
Profitability 0,642 Yes 0,622 Yes 0,606 Yes 0,849 Yes 0,853 Yes 1,088 Yes
Reciprocal of indebtedness -0,002 Yes
Bank loans 0,073 Yes
Accounts receivables to total assets -0,385 Yes -0,166 Yes
Accounts payable to total liabilities 0,101 Yes
Reciprocal of general liquidity -0,013 Yes -0,016 Yes -0,014 Yes -0,025 Yes -0,010 Yes -0,007 Yes
Asset rotation
Corporate venturing 0,107 Yes 0,204 Yes 0,268 Yes 0,214 Yes 0,268 Yes 0,198 Yes
Entry rate -12,245 Yes -11,429 Yes -11,845 Yes -28,265 Yes -13,563 Yes
Concentration 1,939 Yes 1,751 Yes 5,087 Yes 2,775 Yes
Industry growth -0,499 Yes -0,729 Yes 4,194 Yes
Conclusion for firm-specific factors
Explanation & support from past literature
Strongly positive: firm size Inherent size disadvantage theory (Audretsch, 1991; Audretsch and Mahmood, 1995): small size
means cost disadvantage and exposure to risk impacting much on new business survival.
Strongly positive: profitability The impacts of profits and losses separately on entry and exit (Ilmakunnas and Topi, 1999)
Strongly positive: corporate
venturing
The usefulness of obtaining experience
from the established parent companies (as expected by Audretsch and Mahmood, 1995)
Strongly positive in distributive
sector: general liquidity
The importance of liquidity: advancing the capacity to deal with changes of
competitive markets and meeting short‐term commitment (Serrasqueiro and Nunes, 2008)
Weakly positive: indebtedness Close to past empirical findings (for example, of Nunes and Serrasqueiro, 2012), though
theoretically hard to expect the universality in the theory of debt‐equity choice (Myers, 2001)
Weakly positive in distributive
sector: bank debt & trade credit
Bank credit and trade credit are the two major sources of debt-financing for start-
ups (Huyghebaert et al., 2007).
Weakly negative: asset rotation The impact of asset rotation is questioned due to its low frequency of statistical significance;
past research (for example, Charitou et al., 2004) also challenges its significance.
No significance: market share The gross market share of entrants usually is not as high as the rate of new firm formation
(Audretsch et al., 1999).
Conclusion for industrial factors
Explanation & support from past literature
Strongly negative in distributive
sector: industry entry rate
High entry rate signifies more intensity of competition, leading to new firm failure
(Fritsch et al., 2006).
Strongly positive in distributive
sector: industry concentration
The positive effect of concentration is different to many empirical studies; however, it can also
be explained: that entrants could not
threaten the existing firms immediately due to smallness (Baldwin and Rafiquzzaman,
1995) and that
the time for a new firm to be competitive with incumbents should be five to ten years (Cincera
and Galgau, 2005)
Being dichotomous,
industry growth is mostly
negative at early ages but
positive later.
Similar results can be found in past research; for example, the negative effect of industry
growth is kept till age 8 (Audretsch et al., 2000).
So the statement of Audretsch et al. (2000) that uncertainty is entwined with
industry’s high growth can help to explain the negative effect.
General conclusion & contribution
General conclusion:
• Differences in predictability are observed between manufacturing and distributive sectors; it is obvious in
distributive sector (rather than manufacturing sector) that liquidity, bank credit, trade credit, and concentration
are positively related to success while entry rate is negatively related to success.
• In spite of that, some factors still show strong predictability in both two sectors. Firm size and profitability are
the strongest positive factors, which are followed by corporate venturing and the growth of industrial operating
revenues with positive and generally negative relationships to success separately.
• Besides, for some factors and variables frequently showing statistical significance (firm size, corporate
venturing; profitability, entry rate, concentration, and the growth rate of industrial operating revenues), their
impacts in the same age tend to be relatively stable.
Contribtuion:
• This paper enriches the empirical study of new firm success in Spain in depression and stagnant environment
(because the observed years here are from 2009 to 2014);
• In addition, the findings also contribute to the specific prediction study of manufacturing and distributive
sectors.
References
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strategic implications. Research in Organizational Behavior: An Annual Series of Analytical Essays and Critical Reviews, 8, 165‐198.
• Amason, A.C., Shrader, R.C., & Tompson, G.H. (2006). Newness and novelty: Relating top management
team composition to new venture performance. Journal of Business Venturing, 21(1), 125‐148.
• Audretsch, D.B. (1991). New‐firm survival and the technological regime. The Review of Economics and Statistics, 73(3), 441‐450.
• Audretsch, D.B., & Mahmood, T. (1995). New firm survival: New results using a hazard function. The
Review of Economics and Statistics, 77(1), 97‐103.
• Audretsch, D.B., Santarelli, E. & Vivarelli, M. (1999). Start‐up size and industrial dynamics: Some
evidence from Italian manufacturing. International Journal of Industrial Organization, 17(7), 965–983.
• Audretsch, D.B., Houweling, P., & Thurik, A.R. (2000). Firm survival in the Netherlands. Review of Industrial Organization, 16(1), 1‐
11.
• Baldwin, J.R., & Rafiquzzaman, M. (1995). Selection versus evolutionary adaptation: Learning and postentry performance. Internation
al Journal of Industrial Organization, 13(4), 501‐522.
• Bartelsman, E., Scarpetta, S. & Schivardi, F. (2005). Comparative analysis of firm demographics and
survival: Evidence from micro‐level sources in OECD countries. Industrial and Corporate Change, 14(3), 365‐391.
• Charitou, A., Neophytou, E., & Charalambous, C. (2004). Predicting corporate failure: Empirical
evidence for the UK. European Accounting Review, 13(3), 465–497.
• Cincera, M., & Galgau, O. (2005). Impact of market entry and exit on EU productivity and growth
performance. No. 222, European Economy ‐ Economic Papers 2008 ‐ 2015 from Directorate General Economic and Financial Affairs (
DGECFIN), European Commission. http://ec.europa.eu/economy_finance/publications/pages/publication712_en.pdf
• Ericson, R., & Pakes, A. (1995). Markov‐perfect industry dynamics: A framework for empirical work.
The Review of Economic Studies, 62(1), 53‐82.
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in the European Community. Luxembourg: office for official publications of the European Communities.
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References
References
• Fotopoulos, G., & Louri, H. (2000). Determinants of hazard confronting new entry: Does financial
structure matter? Review of Industrial Organization, 17(3), 285‐300.
• Fritsch, M., Brixy, U., & Falck, O. (2006). The effect of industry, region, and time on new business survival –
a multi‐dimensional analysis. Review of Industrial Organization, 28(3), 285‐306.
• Huyghebaert, N., Van de Gucht, L., & Van Hulle, C. (2007). The choice between bank debt and trace
credit in business start‐ups. Small Business Economics, 29(4), 435‐452.
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firms. Review of Industrial Organization, 15(3), 283‐301.
• Jovanovic, B. (1982). Selection and the evolution of industry. Econometrica, 50(3), 649‐670.
• Kraaijenbrink, J., Spender, J.‐C., & Groen, A.J. (2010). The resource‐based view: A review and
assessment of its critiques. Journal of Management, 36(1), 349‐372.
• López-García, P., & Puente, S. (2006). Business demography in Spain: Determinants of firm survival. Banco de España Research Paper
No. WP-0608.
http://www.bde.es/f/webbde/SES/Secciones/Publicaciones/PublicacionesSeriadas/DocumentosTrabajo/06/Fic/dt0608e.pdf
• Lotti, F., & Santarelli, E. (2004). Industry dynamics and the distribution of firm sizes: A nonparametric approach. Southern Economic
Journal, 70(3), 443-466.
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The predictability of financial, accounting-based, and industrial factors on the success of newly incorporated Spanish firms

  • 1. The predictability of financial, accounting‐based, and industrial factors on the success of newly incorporated Spanish firms Ramon Saladrigues Yehui Tong Faculty of Law, Economics and Tourism, University of Lleida Department of Business Administration and Economic Management of Natural Resources
  • 2. Introduction (the core of entrepreneurship) • The core of entrepreneurship is to explore and explain the issue of new venture success and failure (Amason et al. 2006). • 20 to 40 percent of entrants suffer failure in the first two years; and the survival rate is between 40 and 50 percent after seven years in 10 OECD (The Organisation for Economic Co‐operation and Development) countries; Bartelsman et al. (2005). • The purpose of this paper is to explore the predictability of financial, accounting‐based, an d industrial factors (as well as corporate venturing) on survival‐based success in manufacturing and distributive industries — section C and G of NACE Rev. 2 (from Eurostat of European Commission, 2008).
  • 3. Liability of newness & liability of smallness (Mellahi and Wilkinson, 2004) • Liability of newness (Stinchcombe, 1965): young firms often lack of resources, experience, and social capital. • Liability of smallness (Aldrich and Auster, 1986): small firms face problems of raising capital, highly skilled workers, and administrative costs. Passive learning & active learning (Lotti and Santarelli, 2004). • Passive learning (Jovanovic, 1982): every firm believes in itself, because a single firm does not know its true cost before operating; the efficiency of a firm would be learned after its operation; efficient firms outperform inefficient ones in survival and growth. • Active learning (Ericson and Pakes, 1995): in order to maximize the expected value, firms make decisions with knowing the characteristics of themselves and competitors and the future distribution of industry structure. Resource‐based view & industrial organization (Kraaijenbrink et al., 2010): • Resource‐based view focuses on the internal sources of a firm’s sustained competitive advantage (for example, valuable, rare, inimitable, and non-substitutable resources and capabilities). • Industrial organization view explains the impacts of outside industry structure on firm performance by structure–conduct–performance paradigm. Literature review
  • 4. • Spanish firms incorporated in 2008 and 2009 in manufacturing and distributive sectors are selected from SABI database (Iberian Balance sheet Analysis System) developed by INFORMA D&B and Bureau Van Dijk. • Number of firms from manufacturing sector: 4382 (2327 from the 2008 cohort; 2055 from the 2009 cohort) • Number of firms from distributive sector: 12865 (6683 from the 2008 cohort; 6182 from the 2009 cohort) • For each cohort the firms are tracked for five years after the incorporation year. • In order to enlarge the size of sample, the firms incorporated in 2008 and 2009 are put together, which means that incorporation year doe s not work as a variable in analysis. Data
  • 5. Dependent variables & accounting-based independent variables Dependent variable Definition Survival-based success or failure Whether or not showing the failure event: two consecutive years without reporting operating revenues (Fotopoulos and Louri, 2000). Accounting-based factors Measures of independent variables in regression (with dichotomous variables and some mathematical variations for avoiding collinearity problem) Firm size Natural logarithm of one plus total assets: Ln (1+total assets in thousands of Euros) Market share Firm´s operating revenues/The total amount of operating revenues in the industry where that firm is
  • 6. Financial & financing independent variables Financial & financing factors Measures in regression Profitability Dichotomous variable, whether showing positive economic profitability Economic profitability: Profits before tax/Total assets Solvency (or leverage) Reciprocal of indebtedness: 1/indebtedness Indebtedness: (Total shareholders funds and liabilities—Shareholders equity)/Total shareholders funds and liabilities Liquidity Reciprocal of general liquidity: 1/general liquidity General liquidity: Current assets/Current liabilities Efficiency Asset rotation: Sales/Total assets Bank credit Dichotomous variable, whether showing positive bank loans in firm´s balance sheet (liabilities) Trade credit Accounts receivable/Total assets & Accounts payable/Total liabilities
  • 7. Other firm-specific & industrial independent variables Factors Independent variables Measures in regression Other firm- specific factor Corporate venturing Dichotomous variable, whether the number of companies in corporate group is more than zero. Industrial factors (in two‐digit code, NACE Rev. 2) Entry rate The number of incorporated firms within a year in a selected industry/The number of the firms reporting total assets in that industry in the same year Concentration rate The total amount of operating revenues of the top 10 percent firms in a selected industry in a year/The total amount of operating revenues in that industry in the same year (López-García and Puente, 2006) Industry growth rate (Operating revenues in a selected industry in a year — the operating revenues in that industry one year before)/ The operating revenues in that industry one year before
  • 8. Firms being successful after age 3 Firms failing after age 3 Firms failing after age 2 Firms being successful after age 3 Firms failing after age 3 Firms being successful after age 3 Failure group Success group Failure group Success group Success group Firms failing after age 1 Success group Success group Failure group Failure group Success group C1 C12-345 C123-45 C2 C23-45 C3 Regressions with the data of age 1 Regressions with the data of age 2 Regressions with the data of age 3 Failure group Failure group Firms failing after age 3 Firms failing after age 2 Logistic regressions to identify the predictability of factors at age 1, age 2, and age 3 in different classifications
  • 9. Regression results (B=coefficient; Sig.=statistical significance; Yes=being significant at 95% confidence level) Manufacturing sector C1 (predicted 60.7 %) C12-345 (58.7%) C123-45 (57.4%) C2 (61.2 %) C23-45 (60.1%) C3 (62.6%) B Sig. B Sig. B Sig. B Sig. B Sig. B Sig. Ln Total assets 0,158 Yes 0,144 Yes 0,130 Yes 0,141 Yes 0,131 Yes 0,172 Yes Firm´s market share Profitability 0,653 Yes 0,545 Yes 0,504 Yes 0,730 Yes 0,627 Yes 0,947 Yes Reciprocal of indebtedness -0,008 Yes -0,007 Yes Bank loans Accounts receivables to total assets Accounts payable to total liabilities Reciprocal of general liquidity -0,060 Yes -0,055 Yes -0,031 Yes Asset rotation -0,022 Yes Corporate venturing 0,176 Yes 0,168 Yes 0,146 Yes 0,152 Yes Entry rate Concentration Industry growth -0,686 Yes -0,645 Yes -0,675 Yes -1,377 Yes 1,774 Yes
  • 10. Regression results (B=coefficient; Sig.=statistical significance; Yes=being significant at 95% confidence level) Distributive sector C1 (predicted 60.5%) C12-345 (59.9%) C123-45 (60.2%) C2 (63.3%) C23-45 (63.1%) C3 (65.0%) B Sig. B Sig. B Sig. B Sig. B Sig. B Sig. Ln Total assets 0,238 Yes 0,208 Yes 0,215 Yes 0,213 Yes 0,219 Yes 0,261 Yes Firm´s market share Profitability 0,642 Yes 0,622 Yes 0,606 Yes 0,849 Yes 0,853 Yes 1,088 Yes Reciprocal of indebtedness -0,002 Yes Bank loans 0,073 Yes Accounts receivables to total assets -0,385 Yes -0,166 Yes Accounts payable to total liabilities 0,101 Yes Reciprocal of general liquidity -0,013 Yes -0,016 Yes -0,014 Yes -0,025 Yes -0,010 Yes -0,007 Yes Asset rotation Corporate venturing 0,107 Yes 0,204 Yes 0,268 Yes 0,214 Yes 0,268 Yes 0,198 Yes Entry rate -12,245 Yes -11,429 Yes -11,845 Yes -28,265 Yes -13,563 Yes Concentration 1,939 Yes 1,751 Yes 5,087 Yes 2,775 Yes Industry growth -0,499 Yes -0,729 Yes 4,194 Yes
  • 11. Conclusion for firm-specific factors Explanation & support from past literature Strongly positive: firm size Inherent size disadvantage theory (Audretsch, 1991; Audretsch and Mahmood, 1995): small size means cost disadvantage and exposure to risk impacting much on new business survival. Strongly positive: profitability The impacts of profits and losses separately on entry and exit (Ilmakunnas and Topi, 1999) Strongly positive: corporate venturing The usefulness of obtaining experience from the established parent companies (as expected by Audretsch and Mahmood, 1995) Strongly positive in distributive sector: general liquidity The importance of liquidity: advancing the capacity to deal with changes of competitive markets and meeting short‐term commitment (Serrasqueiro and Nunes, 2008) Weakly positive: indebtedness Close to past empirical findings (for example, of Nunes and Serrasqueiro, 2012), though theoretically hard to expect the universality in the theory of debt‐equity choice (Myers, 2001) Weakly positive in distributive sector: bank debt & trade credit Bank credit and trade credit are the two major sources of debt-financing for start- ups (Huyghebaert et al., 2007). Weakly negative: asset rotation The impact of asset rotation is questioned due to its low frequency of statistical significance; past research (for example, Charitou et al., 2004) also challenges its significance. No significance: market share The gross market share of entrants usually is not as high as the rate of new firm formation (Audretsch et al., 1999).
  • 12. Conclusion for industrial factors Explanation & support from past literature Strongly negative in distributive sector: industry entry rate High entry rate signifies more intensity of competition, leading to new firm failure (Fritsch et al., 2006). Strongly positive in distributive sector: industry concentration The positive effect of concentration is different to many empirical studies; however, it can also be explained: that entrants could not threaten the existing firms immediately due to smallness (Baldwin and Rafiquzzaman, 1995) and that the time for a new firm to be competitive with incumbents should be five to ten years (Cincera and Galgau, 2005) Being dichotomous, industry growth is mostly negative at early ages but positive later. Similar results can be found in past research; for example, the negative effect of industry growth is kept till age 8 (Audretsch et al., 2000). So the statement of Audretsch et al. (2000) that uncertainty is entwined with industry’s high growth can help to explain the negative effect.
  • 13. General conclusion & contribution General conclusion: • Differences in predictability are observed between manufacturing and distributive sectors; it is obvious in distributive sector (rather than manufacturing sector) that liquidity, bank credit, trade credit, and concentration are positively related to success while entry rate is negatively related to success. • In spite of that, some factors still show strong predictability in both two sectors. Firm size and profitability are the strongest positive factors, which are followed by corporate venturing and the growth of industrial operating revenues with positive and generally negative relationships to success separately. • Besides, for some factors and variables frequently showing statistical significance (firm size, corporate venturing; profitability, entry rate, concentration, and the growth rate of industrial operating revenues), their impacts in the same age tend to be relatively stable. Contribtuion: • This paper enriches the empirical study of new firm success in Spain in depression and stagnant environment (because the observed years here are from 2009 to 2014); • In addition, the findings also contribute to the specific prediction study of manufacturing and distributive sectors.
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