The Impact of M&A on Technology Sourcing Strategies

The paper investigates the effects of Mergers and Acquisitions (M&A) on corporate research and development (R&D) strategies using Community Innovation Survey (CIS) data on the Dutch manufacturing sector. The focus of the research is whether M&A affect corporate innovation strategies, favouring in-house R&D and innovation expenses versus external technological sourcing. The results show that M&A activities have a positive and significant impact on innovation investments by firms, and particularly on R&D intensity and total expenditure on innovation. M&A affect corporate innovation strategies, favouring in-house R&D versus external technological sourcing. Firm post-merger behaviour favours the consolidation of the knowledge, competences and capabilities that have been acquired by merging with or by buying another firm, confirming that the reasons for a merger or acquisition are most often related to firms' innovative performance. Following involvement in a M&A, firms tend primarily to focus on fully integration of their resource bases in order to enable them to produce and sell innovative products that are new to the market.Technology sourcing; Innovation; M&A; Heckman two-stage; Bi-Tobit.

Firm Size and Growth Rate Variance: the Effects of Data Truncation

This paper discusses the effects of the existence of natural and/or exogenously imposed thresholds in firm size distributions, on estimations of the relation between firm size and variance in firm growth rates. We explain why the results in the literature on this relationship are not consistent. We argue that a natural threshold (0 number of employees or 0 total sales) and/or the existence of truncating thresholds in the dataset, can lead to upwardly biased estimations of the relation. We show the potential impact of the bias on simulated data, suggest a methodology to improve these estimations, and present an empirical analysis based on a comprehensive dataset of Dutch manufacturing and service firms. The only stable relation between firm size and growth rate variance is negative regardless of how we define the measure of firm growth.firm growth, growth rates variance; truncation; thresholds

Going, Going, Gone. Innovation and Exit in Manufacturing Firms

This paper examines the effect of innovation on the risk of exit of a firm, distinguishing between different modes of exits. Innovation represents a resource and a capability that helps a firm to build competitive advantage and remain in the market. At the same time, the resources and capabilities of innovative firms make them an attractive target for the acquisition process of other firms, thereby increasing the likelihood of the exiting the market. We explore these effects empirically by linking data on innovation and exits for a large sample of manufacturing firms in the Netherlands. The results show that the effect of innovation on a firm's risk of exit differs according to the mode of exit and, in addition, it is shaped by the nature of the innovation. While a firm can lower its risk of failure by innovating in either products or processes, the introduction of a new product in the absence of innovation in the production process increases the risk of exit as a result of merger and acquisition.Mergers and acquisitions;Innovation;Competing risks model;Firm exit

Framing the empirical findings on firm growth

This paper proposes a general framework to account for the divergent results in the empirical literature on the relation between firm sizes and growth rates, and on many results on growth autocorrelation. In particular, we provide an explanation for why traces of the LPE sometimes occur in conditional mean (i.e. OLS) autoregressions of firm size or firm growth, and in conditional median (i.e. least absolute deviation) autoregressions, but never in high or low quantile autoregressions. Based on an original empirical analysis of the population of manufacturing firms in the Netherlands between 1994 and 2004, we find that there is no peculiar role played by the median of the growth distribution, which is approximately equal to zero independent of firm size. In economic terms, this is equivalent to saying that most of the phenomena of interest for industrial dynamics can be studied without reference to the behaviour of the median firm, and many "average" relations retrieved in the literature, starting from the negative relation between average size and average growth, are driven by the few dynamic firms in the sample rather than the many stable ones. Moreover, we observe the tent shape of the empirical firm growth rate distribution and confirm the skewness-size and the variance-size relations. The identified quantile regression patterns - autoregressive coefficients above 1 for fast decliners, and below 1 for fast growers - can be obtained by assuming negative variance-size scaling and Laplace growth rate distributions, and are robust to a mild positive relationship between skewness and size. A relationship between quantile regression patterns and previous findings is therefore uncovered.Firm growth; Law of Proportionate Effect; quantile regression; heterogeneity; variance-size scaling.

Do Some Firms Persistently Outperform ?

This study analyses persistence in growth rates of the entire population of Dutch manufacturing firms. Previous literature on firm growth rates shows that extreme growth events are likely to be negatively correlated over time. A rebound effect following an extreme growth event questions the existence of persistent outperformers, indicated by a positive correlation over time. By supplementing the quantile regression analyses with transition probability matrices, our study shows that ?bouncing? firms co-exist with persistent outperformers. This result is robust if we exclude firms involved in acquisitions or spin offs. Differentiating among different size classes, we find that the existence of persistent outperformers is especially pronounced in micro firms. We interpret this finding as supporting the notion of a Schumpeter Mark I regime, with small firms displaying strong heterogeneity in their growth patterns, versus a Schumpeter Mark II regime, with large firms displaying less heterogeneity of growth.firm growth; heterogeneity; persistence, transition probability matrices; quantile regression

Spatial differentiation in industrial dynamics A core-periphery analysis based on the Pavitt-Miozzo-Soete taxonomy

We compare the industrial dynamics in the core, semi-periphery and periphery in The Netherlands in terms of firm entry-exit, size, growth and sectoral location patterns. The contribution of our work is to provide the first comprehensive study on spatial differentiation in industrial dynamics for all firm sizes and all sectors, including services. We find that at the aggregate level the spatial pattern of industrial dynamics is consistent with the spatial product lifecycle thesis: entry and exit rates are highest in the core and lowest in the periphery, while the share of persistently growing firms is higher in the periphery than in the core. Disaggregating the analysis to the sectoral level following the Pavitt-Miozzo-Soete taxonomy, findings are less robust. Finally, sectoral location patterns are largely consistent with the spatial product lifecycle model: Fordist sectors are over-represented in the periphery, while sectors associated with the ICT paradigm are over-represented in the core, with the notable exception of science-based manufacturing.Entry, exit, spatial product lifecycle, Fordist paradigm, ICT paradigm

SPATIAL DIFFERENTIATION IN INDUSTRIAL DYNAMICS A CORE-PERIPHERY ANALYSIS BASED ON THE PAVITT-MIOZZO-SOETE TAXONOMY

We compare the industrial dynamics in the core, semi-periphery and periphery in The Netherlands in terms of firm entry-exit, size, growth and sectoral location patterns. The contribution of our work is to provide the first comprehensive study on spatial differentiation in industrial dynamics for all firm sizes and all sectors, including services. We find that at the aggregate level the spatial pattern of industrial dynamics is consistent with the spatial product lifecycle thesis: entry and exit rates are highest in the core and lowest in the periphery, while the share of persistently growing firms is higher in the periphery than in the core. Disaggregating the analysis to the sectoral level following the Pavitt-Miozzo-Soete taxonomy, findings are less robust. Finally, sectoral location patterns are largely consistent with the spatial product lifecycle model: Fordist sectors are over-represented in the periphery, while sectors associated with the ICT paradigm are over-represented in the core, with the notable exception of science-based manufacturing.Entry, exit, spatial product lifecycle, Fordist paradigm, ICT paradigm

Invariances and Diversities in the Evolution of Manufacturing Industries

In this work we explore some basic properties of the size distributions of firms and of their growth processes both at aggregate and disaggregate levels. First, we investigate which properties of firms size distributions and growth dynamics are robust under disaggregation. Second, at a disaggregate level, we try to identify those features which are generic and hold across all or most of the considered three digit sectors distinguishing them from sector-specific ones. Concerning firm growth, we mainly focus on the characterization of the distribution of growth rates, studying, again, the possible differences between sectors and between levels of aggregation. Finally, we begin to explore the relations between measures of size distributions and the nature of the underlying growth processes and discuss some admittedly unresolved puzzles.Firm Size Distribution, Firm Growth, Laplace distribution

A Matter of Life and Death: Innovation and Firm Survival

This paper examines the effects of innovation on the survival of manufacturing firms in the Netherlands. The demographics of firms according to their innovative performance and type of innovation are traced by using the Business Register population of all firms active in the Netherlands and the Community Innovation Survey. Through estimation of a parametric duration model, we observe that firms do benefit of an innovation premium that extends their life expectancy, independent of firm- specific traits such as age and size. Especially process innovation seems to have a distinctive effect on survival. Furthermore, our results confirm that survival chances increase with age and the growth rate of a firm, the latter representing a more crucial factor than the initial size. Finally, sectors at high intensity of technology, that is, science based and specialised suppliers are most favourable environments to the survival of firms.Firm Survival, Innovation, Firms Exit, Duration models.

The impact of M&A on technology sourcing strategies

The paper investigates the effects of Mergers and Acquisitions (M&A) on corporate research and development (R&D) strategies using Community Innovation Survey (CIS) data on the Dutch manufacturing sector. The focus of the research is whether M&A affect corporate innovation strategies, favouring in-house R&D and innovation expenses versus external technological sourcing. The results show that M&A activities have a positive and significant impact on innovation investments by firms, and particularly on R&D intensity and total expenditure on innovation. M&A affect corporate innovation strategies, favouring in-house R&D versus external technological sourcing. Firm postmerger behaviour favours the consolidation of the knowledge, competences and capabilities that have been acquired by merging with or by buying another firm, confirming that the reasons for a merger or acquisition are most often related to firms' innovative performance. Following involvement in a M&A, firms tend primarily to focus on fully integration of their resource bases in order to enable them to produce and sell innovative products that are new to the market