methodology: iv to control for endogeneity of the measures of innovation. results (only for regions...

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Methodology: IV to control for endogeneity of the measures of innovation. Results (only for regions with extreme values) Table 2. Effects from the 2SLS estimates for the intensive margin of exports in Spanish regions. Regional impact of Innovation on the Extensive Margin of Export Methodology: Biprobit model controlling for endogeneity of the measures of innovation. Results (only for regions with extreme values) Table 1. Marginal effects for the extensive margin of exports in Spanish regions “Firms exports, innovation,… and regions” Enrique López-Bazo (UB&AQR-IREA) Elisabet Motellón (UOC&AQR-IREA) Firm’s heterogeneity explains a big deal of regional disparities in export performance (extensive and intensive margins). In particular, there is a key role of differences across regions in propensity to innovate. Hypothesis Database and Variables (firm-level data) • Innovation in Companies Survey (ICS), produced by INE (waves: 2005 and 2009) • Representative at regional level • Information on: extensive and intensive margin of exports technological and non- technological innovation, productivity, human capital, … Regional impact of innovation on the Intensive Margin of Export Counterfactual regional export margins under different scenarios Descriptive Analysis (Spain) • Large regional disparities in export activity, more pronounced in extensive margin of exports. • Disparities in innovation propensity as well • Regions with high (low) innovation tend to be those with high (low) extensive margin of exports • Ambiguous relationship between innovation and intensive margin of exports *** p<0.01, ** p<0.05, * p<0.1. Marginal effects obtained as the average from the ones for each firm in the sample. The specification used to compute the marginal effects includes controls for productivity, size, firm group and industry dummies. *** p<0.01, ** p<0.05, * p<0.1. The specification used to compute the marginal effects includes controls for productivity, size, firm group and industry dummies. Firms in regions with high extensive margin of exports tended to innovate more than firms in regions with a lower margin and, in addition, they obtained a higher payoff from innovation in terms of exports status. Empirical specification 1. Assigning to each region a common propensity to innovate Scenarios Table 3 2. … modifying not only innovation but also firms’ labour productivity Scenarios Table 4 Results (only for regions with extreme values) The effect of innovation on the share of sales abroad is rather limited and even negligible in most Spanish regions. Table 3. Changes in the margins of exports from counterfactual innovation. Table 4. Changes in the margins of exports from counterfactual innovation and productivity. Note: Change in percentage points with respect to the actual extensive and intensive margins in each region. Figures on the share of innovative firms in Catalonia were used as a benchmark. Results obtained from the bivariate probit (extensive margin) and the 2SLS (intensive margin) estimates. (New) Trade Literature •Firm heterogeneity is crucial for explaining export activity. •Special attention to the role played by innovation: improvement in productive processes and/or in products increases sales in foreign markets. •All the literature that have analysed the link between innovation and firm exports so far have neglected the role of space. Regional Economics Literature •Disparities in volume of exports (absolute and relative) •Differences across regions in firm’s characteristics (beyond industrial mix and size) •Regional heterogeneity are likely to affect cost of exporting, and self-selection into export The change in the propensity to innovate and in the level of productivity would substantially encourage firm’s decision to export in all regions, but would have an almost negligible effect on the share of sales abroad made by exporting firms. Concluding comments The change in the extensive margin is far more pronounced than the change caused in the intensive margin. This is so for the entire country and for most regions. “Firms exports, innovation,… and regions” E. López-Bazo (UB & AQR-IREA) & E. Motellón (UOC & AQR-IREA) López-Bazo, E. and E. Motellón (2013): “Firm exports, innovation,… and regions”, WP IREA 2013/08. (http://www.ub.edu/irea/working_papers/2013/201308.pdf ) Contact me for any suggestion or comment: [email protected] Introduction The benchmark is Catalonia (region with highest share of innovative firm)

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Page 1: Methodology: IV to control for endogeneity of the measures of innovation. Results (only for regions with extreme values) Table 2. Effects from the 2SLS

Methodology: IV to control for endogeneity of the measures of innovation. 

Results (only for regions with extreme values)Table 2. Effects from the 2SLS estimates for the intensive margin of exports in Spanish regions.

Regional impact of Innovation on the Extensive Margin of Export

Methodology: Biprobit model controlling for endogeneity of the measures of innovation.

Results (only for regions with extreme values)Table 1. Marginal effects for the extensive margin of exports in Spanish regions

“Firms exports, innovation,… and regions”Enrique López-Bazo (UB&AQR-IREA)Elisabet Motellón (UOC&AQR-IREA)

Firm’s heterogeneity explains a big deal of regional disparities in export performance (extensive and intensive margins). In particular, there is a key role of differences across regions in propensity to innovate.

HypothesisDatabase and Variables (firm-level data)

• Innovation in Companies Survey (ICS), produced by INE (waves: 2005 and 2009)

• Representative at regional level • Information on:

extensive and intensive margin of exports technological and non-technological

innovation, productivity, human capital, …

Regional impact of innovation on the Intensive Margin of Export

Counterfactual regional export margins under different scenarios

Descriptive Analysis (Spain)• Large regional disparities in export activity, more

pronounced in extensive margin of exports.

• Disparities in innovation propensity as well

• Regions with high (low) innovation tend to be those with high (low) extensive margin of exports

• Ambiguous relationship between innovation and intensive margin of exports

*** p<0.01, ** p<0.05, * p<0.1. Marginal effects obtained as the average from the ones for each firm in the sample. The specification used to compute the marginal effects includes controls for productivity, size, firm group and industry dummies.

*** p<0.01, ** p<0.05, * p<0.1. The specification used to compute the marginal effects includes controls for productivity, size, firm group and industry dummies.

Firms in regions with high extensive margin of exports tended to innovate more than firms in regions with a lower margin and, in addition, they obtained a higher payoff from innovation in terms of exports status.

Empirical specification1. Assigning to each region a common propensity to innovate Scenarios Table 3

2. … modifying not only innovation but also firms’ labour productivity Scenarios Table 4

Results (only for regions with extreme values)

The effect of innovation on the share of sales abroad is rather limited and even negligible in most Spanish regions.

Table 3. Changes in the margins of exports from counterfactual innovation.  Table 4. Changes in the margins of exports from counterfactual innovation and productivity. 

Note: Change in percentage points with respect to the actual extensive and intensive margins in each region. Figures on the share of innovative firms in Catalonia were used as a benchmark. Results obtained from the bivariate probit (extensive margin) and the 2SLS (intensive margin) estimates. 

(New) Trade Literature•Firm heterogeneity is crucial for explaining export activity.

•Special attention to the role played by innovation: improvement in productive processes and/or in products increases sales in foreign markets.

•All the literature that have analysed the link between innovation and firm exports so far have neglected the role of space.

Regional Economics Literature•Disparities in volume of exports (absolute and relative)

•Differences across regions in firm’s characteristics (beyond industrial mix and size)

•Regional heterogeneity are likely to affect cost of exporting, and self-selection into export

The change in the propensity to innovate and in the level of productivity would substantially encourage firm’s decision to export in all regions, but would have an almost negligible effect on the share of sales abroad made by exporting firms.

Concluding comments

The change in the extensive margin is far more pronounced than the change caused in the intensive margin. This is so for the entire country and for most regions.

“Firms exports, innovation,… and regions”E. López-Bazo (UB & AQR-IREA) & E. Motellón (UOC & AQR-IREA)

López-Bazo, E. and E. Motellón (2013): “Firm exports, innovation,… and regions”, WP IREA 2013/08. (http://www.ub.edu/irea/working_papers/2013/201308.pdf )

Contact me for any suggestion or comment: [email protected]

Introduction

The benchmark is Catalonia (region with highest share of innovative firm)