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INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín M. Azagra-Caro | Bristol, 5 September 2011 Co-authors: Rafael Pardo · Ruth Rama
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INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

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Page 1: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT

Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge

Joaquín M. Azagra-Caro | Bristol, 5 September 2011

Co-authors: Rafael Pardo · Ruth Rama

Page 2: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Motivation

• Improving perceived usefulness of universities and public research organisations (U-PROs)

• Understanding the phenomenon in non-innovators –a substantial part of industry in emerging economies and even in EU countries

• Covering the gap: perceived usefulness of U-PROs in non-innovators

5/9/2011 2COSINUS

Page 3: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Objectives

• Expanding previous models on the determinants of the perceived usefulness of U-PROs

• Distinguishing between innovators and non-innovators

5/9/2011 3COSINUS

Page 4: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

6COSINUS

Approach

• Mostly disregarded: perceptions = facts• Mostly considered: perceptions ≠ factsCurrent models

• Absorptive capacity• Corporate coherence• Innovative routines• R&D alliances and cooperation

Expanded models

• Resource-based view of the firm• Experiential learning theory

Innovators vs.

non-innovators

5/9/2011

Determinants of the

perceived usefulness of

U-PROs

Testable hypotheses

Page 5: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Hypotheses

5/9/2011 8

COSINUS

Current models

Perceived usefulness

of information provided by U-PROs for innovation-

related company activities

Openness

Expected impact

Expanded models

Skills H4: +

Strategic innovation

H8:Technological

innovationH5: -

H6: -Market competition

Research collaboration

H7: +

R&D H2: +

Size H3: +

H1: +

Page 6: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Database

• A plant-level survey targeting firms in the Spanish manufacturing industry

• 1,031 surveyed companies (50 or more employees)

• Representative of size, region and sector• Unlikely most other surveys, questions about

sources of information were posed to both innovators and non innovators

5/9/2011 9COSINUS

Page 7: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Methodology

• Econometric estimation of the determinants of the perceived usefulness of information provided by universities and PROs

5/9/2011 COSINUS 10

Variable Description Perceived usefulness Importance of U-PROs as information sources for

technological innovation Openness Importance of other 11 external sources of information for

technological innovation R&D activities R&D active firm Firm size Number of employees Skills Degree of technical complexity of tasks Strategic innovation Importance of changes in strategic orientation Competition Number of competitors in the market Collaboration For innovators, importance of collaboration with

universities and PROs in product or process development

Page 8: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Results

• Ordered logit model of the perceived usefulness of information provided by universities and PROs for innovation-related activities of the firm

5/9/2011 COSINUS 11

Innovators Innovators Non-innovators Number of observations 804 781 173 Log likelihood function -953 -917 -150 Prob[χ2 > value] 0 0 0 Coeff. (t-ratio) Coeff. (t-ratio) Coeff. (t-ratio) Constant -3.66 (-5.81) *** -3.74 (-5.73) *** -7.02 (-4.34) *** Openness 0.91 (19.79) *** 0.91 (18.7) *** 1.1 (8.84) *** R&D activities 0.22 (1.42) 0.21 (1.35) 0.64 (1.72) * Ln firm size 0.25 (2.41) ** 0.27 (2.49) ** 0.47 (1.63) Skills 0.1 (2.01) ** 0.13 (0.94) Strategic innovation -0.12 (-2.16) ** -0.1 (-0.82) Competition -0.02 (-0.25) -0.5 (-2.8) *** Collaboration 0.73 (4.3) *** Industry dummies Included Included Included

*** p<0.01; ** p<0.05; * p<0.10

Page 9: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Results

• For innovators, usual determinants apply in our sample, except R&D (H1&3 ✓, H2 ✗)

5/9/2011 COSINUS 12

Innovators Innovators Non-innovators Number of observations 804 781 173 Log likelihood function -953 -917 -150 Prob[χ2 > value] 0 0 0 Coeff. (t-ratio) Coeff. (t-ratio) Coeff. (t-ratio) Constant -3.66 (-5.81) *** -3.74 (-5.73) *** -7.02 (-4.34) *** Openness 0.91 (19.79) *** 0.91 (18.7) *** 1.1 (8.84) *** R&D activities 0.22 (1.42) 0.21 (1.35) 0.64 (1.72) * Ln firm size 0.25 (2.41) ** 0.27 (2.49) ** 0.47 (1.63) Skills 0.1 (2.01) ** 0.13 (0.94) Strategic innovation -0.12 (-2.16) ** -0.1 (-0.82) Competition -0.02 (-0.25) -0.5 (-2.8) *** Collaboration 0.73 (4.3) *** Industry dummies Included Included Included

*** p<0.01; ** p<0.05; * p<0.10

Page 10: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Results

• For innovators, other determinants play a significant role

5/9/2011 COSINUS 13

Innovators Innovators Non-innovators Number of observations 804 781 173 Log likelihood function -953 -917 -150 Prob[χ2 > value] 0 0 0 Coeff. (t-ratio) Coeff. (t-ratio) Coeff. (t-ratio) Constant -3.66 (-5.81) *** -3.74 (-5.73) *** -7.02 (-4.34) *** Openness 0.91 (19.79) *** 0.91 (18.7) *** 1.1 (8.84) *** R&D activities 0.22 (1.42) 0.21 (1.35) 0.64 (1.72) * Ln firm size 0.25 (2.41) ** 0.27 (2.49) ** 0.47 (1.63) Skills 0.1 (2.01) ** 0.13 (0.94) Strategic innovation -0.12 (-2.16) ** -0.1 (-0.82) Competition -0.02 (-0.25) -0.5 (-2.8) *** Collaboration 0.73 (4.3) *** Industry dummies Included Included Included

*** p<0.01; ** p<0.05; * p<0.10

Page 11: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Results

• Higher skills, higher perceived use of public knowledge (H4 ✓)

5/9/2011 COSINUS 14

Innovators Innovators Non-innovators Number of observations 804 781 173 Log likelihood function -953 -917 -150 Prob[χ2 > value] 0 0 0 Coeff. (t-ratio) Coeff. (t-ratio) Coeff. (t-ratio) Constant -3.66 (-5.81) *** -3.74 (-5.73) *** -7.02 (-4.34) *** Openness 0.91 (19.79) *** 0.91 (18.7) *** 1.1 (8.84) *** R&D activities 0.22 (1.42) 0.21 (1.35) 0.64 (1.72) * Ln firm size 0.25 (2.41) ** 0.27 (2.49) ** 0.47 (1.63) Skills 0.1 (2.01) ** 0.13 (0.94) Strategic innovation -0.12 (-2.16) ** -0.1 (-0.82) Competition -0.02 (-0.25) -0.5 (-2.8) *** Collaboration 0.73 (4.3) *** Industry dummies Included Included Included

*** p<0.01; ** p<0.05; * p<0.10

Page 12: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Results

• Lower strategic innovation, higher perceived use of public knowledge (H5 ✓)

5/9/2011 COSINUS 15

Innovators Innovators Non-innovators Number of observations 804 781 173 Log likelihood function -953 -917 -150 Prob[χ2 > value] 0 0 0 Coeff. (t-ratio) Coeff. (t-ratio) Coeff. (t-ratio) Constant -3.66 (-5.81) *** -3.74 (-5.73) *** -7.02 (-4.34) *** Openness 0.91 (19.79) *** 0.91 (18.7) *** 1.1 (8.84) *** R&D activities 0.22 (1.42) 0.21 (1.35) 0.64 (1.72) * Ln firm size 0.25 (2.41) ** 0.27 (2.49) ** 0.47 (1.63) Skills 0.1 (2.01) ** 0.13 (0.94) Strategic innovation -0.12 (-2.16) ** -0.1 (-0.82) Competition -0.02 (-0.25) -0.5 (-2.8) *** Collaboration 0.73 (4.3) *** Industry dummies Included Included Included

*** p<0.01; ** p<0.05; * p<0.10

Page 13: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Results

• For innovators, degree of competition, not related to use of public knowledge (H6 ✗)

5/9/2011 COSINUS 16

Innovators Innovators Non-innovators Number of observations 804 781 173 Log likelihood function -953 -917 -150 Prob[χ2 > value] 0 0 0 Coeff. (t-ratio) Coeff. (t-ratio) Coeff. (t-ratio) Constant -3.66 (-5.81) *** -3.74 (-5.73) *** -7.02 (-4.34) *** Openness 0.91 (19.79) *** 0.91 (18.7) *** 1.1 (8.84) *** R&D activities 0.22 (1.42) 0.21 (1.35) 0.64 (1.72) * Ln firm size 0.25 (2.41) ** 0.27 (2.49) ** 0.47 (1.63) Skills 0.1 (2.01) ** 0.13 (0.94) Strategic innovation -0.12 (-2.16) ** -0.1 (-0.82) Competition -0.02 (-0.25) -0.5 (-2.8) *** Collaboration 0.73 (4.3) *** Industry dummies Included Included Included

*** p<0.01; ** p<0.05; * p<0.10

Page 14: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Results

• Higher collaboration, higher perceived use of public knowledge (H7 ✓)

5/9/2011 COSINUS 17

Innovators Innovators Non-innovators Number of observations 804 781 173 Log likelihood function -953 -917 -150 Prob[χ2 > value] 0 0 0 Coeff. (t-ratio) Coeff. (t-ratio) Coeff. (t-ratio) Constant -3.66 (-5.81) *** -3.74 (-5.73) *** -7.02 (-4.34) *** Openness 0.91 (19.79) *** 0.91 (18.7) *** 1.1 (8.84) *** R&D activities 0.22 (1.42) 0.21 (1.35) 0.64 (1.72) * Ln firm size 0.25 (2.41) ** 0.27 (2.49) ** 0.47 (1.63) Skills 0.1 (2.01) ** 0.13 (0.94) Strategic innovation -0.12 (-2.16) ** -0.1 (-0.82) Competition -0.02 (-0.25) -0.5 (-2.8) *** Collaboration 0.73 (4.3) *** Industry dummies Included Included Included

*** p<0.01; ** p<0.05; * p<0.10

Page 15: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Results

• Non-innovators have little in common with innovators (H8 ✓)

5/9/2011 COSINUS 18

Innovators Innovators Non-innovators Number of observations 804 781 173 Log likelihood function -953 -917 -150 Prob[χ2 > value] 0 0 0 Coeff. (t-ratio) Coeff. (t-ratio) Coeff. (t-ratio) Constant -3.66 (-5.81) *** -3.74 (-5.73) *** -7.02 (-4.34) *** Openness 0.91 (19.79) *** 0.91 (18.7) *** 1.1 (8.84) *** R&D activities 0.22 (1.42) 0.21 (1.35) 0.64 (1.72) * Ln firm size 0.25 (2.41) ** 0.27 (2.49) ** 0.47 (1.63) Skills 0.1 (2.01) ** 0.13 (0.94) Strategic innovation -0.12 (-2.16) ** -0.1 (-0.82) Competition -0.02 (-0.25) -0.5 (-2.8) *** Collaboration 0.73 (4.3) *** Industry dummies Included Included Included

*** p<0.01; ** p<0.05; * p<0.10

Page 16: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Results

• Openness, the only determinant in common

5/9/2011 COSINUS 19

Innovators Innovators Non-innovators Number of observations 804 781 173 Log likelihood function -953 -917 -150 Prob[χ2 > value] 0 0 0 Coeff. (t-ratio) Coeff. (t-ratio) Coeff. (t-ratio) Constant -3.66 (-5.81) *** -3.74 (-5.73) *** -7.02 (-4.34) *** Openness 0.91 (19.79) *** 0.91 (18.7) *** 1.1 (8.84) *** R&D activities 0.22 (1.42) 0.21 (1.35) 0.64 (1.72) * Ln firm size 0.25 (2.41) ** 0.27 (2.49) ** 0.47 (1.63) Skills 0.1 (2.01) ** 0.13 (0.94) Strategic innovation -0.12 (-2.16) ** -0.1 (-0.82) Competition -0.02 (-0.25) -0.5 (-2.8) *** Collaboration 0.73 (4.3) *** Industry dummies Included Included Included

*** p<0.01; ** p<0.05; * p<0.10

Page 17: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Results

• Unlike for innovators, firm size, skills and strategic innovation are not significant

5/9/2011 COSINUS 20

Innovators Innovators Non-innovators Number of observations 804 781 173 Log likelihood function -953 -917 -150 Prob[χ2 > value] 0 0 0 Coeff. (t-ratio) Coeff. (t-ratio) Coeff. (t-ratio) Constant -3.66 (-5.81) *** -3.74 (-5.73) *** -7.02 (-4.34) *** Openness 0.91 (19.79) *** 0.91 (18.7) *** 1.1 (8.84) *** R&D activities 0.22 (1.42) 0.21 (1.35) 0.64 (1.72) * Ln firm size 0.25 (2.41) ** 0.27 (2.49) ** 0.47 (1.63) Skills 0.1 (2.01) ** 0.13 (0.94) Strategic innovation -0.12 (-2.16) ** -0.1 (-0.82) Competition -0.02 (-0.25) -0.5 (-2.8) *** Collaboration 0.73 (4.3) *** Industry dummies Included Included Included

*** p<0.01; ** p<0.05; * p<0.10

Page 18: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Results

• Unlike for innovators, lower competition, higher perceived use of public knowledge

5/9/2011 COSINUS 21

Innovators Innovators Non-innovators Number of observations 804 781 173 Log likelihood function -953 -917 -150 Prob[χ2 > value] 0 0 0 Coeff. (t-ratio) Coeff. (t-ratio) Coeff. (t-ratio) Constant -3.66 (-5.81) *** -3.74 (-5.73) *** -7.02 (-4.34) *** Openness 0.91 (19.79) *** 0.91 (18.7) *** 1.1 (8.84) *** R&D activities 0.22 (1.42) 0.21 (1.35) 0.64 (1.72) * Ln firm size 0.25 (2.41) ** 0.27 (2.49) ** 0.47 (1.63) Skills 0.1 (2.01) ** 0.13 (0.94) Strategic innovation -0.12 (-2.16) ** -0.1 (-0.82) Competition -0.02 (-0.25) -0.5 (-2.8) *** Collaboration 0.73 (4.3) *** Industry dummies Included Included Included

*** p<0.01; ** p<0.05; * p<0.10

Page 19: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

‘I do not search, I find’ (P. Picasso)

5/9/2011 COSINUS 22

• Searching is conscious, finding is not

• Searching leads both innovators and non-innovators to perceive public knowledge as useful

• Finding is a prerogative of practical experience in technological innovation

Page 20: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

Implications on the new role of universities

• Fostering openness• Addressing also non-innovators• Not promoting the use of public knowledge to

innovate, but practical experience in innovation to use public knowledge

• I.e. putting more emphasis on innovative culture than on technology transfer

5/9/2011 23COSINUS

Page 21: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

www.ingenio.upv.es

INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT

Page 22: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

25COSINUS

Strategic innovation

• Entering a new market with a new technology can be unsuccessful ‘because the effort is likely to be outside the firm’s learning range’ (Dosi et al 1992)

• Innovating routines: matching new corporate technology to new specific organisational practices is risky (Pavitt 2002)

• Strategic innovation more reactive than proactive, generating turbulence

5/9/2011

Page 23: INSTITUTE OF INNOVATION AND KNOWLEDGE MANAGEMENT Not searching, but finding: Innovation as a non-linear source of the private use of public knowledge Joaquín.

The strange case of R&D

• Scarce impact for innovators– Statistical reason: many innovators perform R&D activities– But low correlation and high proportion of less intuitive cases– In Spain, more technology adoption than technology creation –

shop-floor more important than R&D –it is skills that determine perceived usefulness of U-PROs

– Two theoretical forces: internal R&D vs. external R&D –in Spain, they cancel out

• Positive impact for non-innovators– Many without R&D department –having one makes a difference– But borderline significance, so…?

5/9/2011 26COSINUS