Stock Market Valuation, Profitability and R&D Spending of the Firm: The Effect of Technology Mergers and Acquisitions

Abstract:  In this paper, we investigate whether a firm can enhance the effect of its R&D spending on its current market value and future profitability through technology-oriented M&As. On the basis of an analysis of 1,879 M&As, we find that when a technology firm acquires another technology firm, the magnitude of the stock price response to the R&D spending of an acquirer increases by 107% in the year of the M&A. In contrast, we find no such increase in the stock price response to the R&D spending of a non-technology acquirer. We also find that technology acquirers are more successful in converting their R&D spending into positive future profitability than non-technology acquirers. Our results are robust for different alternative specifications of our model and when various firm differences are controlled for.     

Style investing and firm innovation

We document that transient, dedicated and quasi-indexed institutional investors exhibit a high degree of within-group heterogeneity with respect to their investment styles (i.e., growth, value, and balanced). We find that growth institutional investors enhance firm innovation in terms of R&D expenditures, R&D intensity, quantity and quality of patents and patent radicalness while value institutional investors impede innovation. Balanced investors have no significant association with innovation. Findings are consistent with style investing literature that growth and value styles are substitutes. Using investment styles, we present evidence that reconcile literature’s mixed findings on how transient and dedicated investors affect R&D and innovation, and why quasi-indexed investors, the largest group among all investors, have an insignificant effect. We also show that the effect of institutional investors depends on the firm’s relative level of innovativeness.     

Government R&D spending,fiscal instruments and corporate technological innovation

Using panel data from 242 cities in China, we examine the impact of government research and development (R&D) spending on corporate technological innovation. We find that listed firms located in cities with higher government R&D expenditures are more innovative than firms in other cities. Further, the positive effect of government R&D spending depends on fiscal instruments and factor allocation. Through subsidies and tax incentives, government R&D spending enhances firm innovation by alleviating financing constraints, improving employee creativity and ensuring efficient operations. We demonstrate that subsidies are more effective than taxes in spurring corporate technological innovation. We also show that the impact of government R&D spending is stronger for state-owned and high-tech enterprises than for other enterprises. Overall, our findings suggest that government R&D spending can substantially improve corporate technological innovation through fiscal instruments.     

R&D tax credits,technology spillovers,and firms' product convergence

Using a difference-in-differences (DiD) setting that leverages the staggered adoption of R&D tax credits across the U.S. states, we show that after a firm receives the tax credits, products of its peers become significantly more similar to the recipient firm. Such product convergence is particularly strong when peer firms face greater pressure from market participants to uphold short-term performances. We further show that the effect of R&D tax credits likely works through the increased technology spillovers, which motivate peers to imitate instead of differentiating. Accordingly, we show that peer firms shift their patent composition from breakthrough to incremental innovations following the R&D tax subsidy.     

研发投入、冗余资源与企业绩效的关系研究

采用创业板企业2010～2014年数据为研究对象,实证分析研发投入与企业绩效的关系,探讨冗余资源对于二者关系的调节效应.结果表明,我国创业板企业研发投入强度与当期绩效显著负相关,而与滞后一至三期企业绩效显著正相关.考虑企业冗余资源的影响,进一步研究发现,沉淀性冗余资源和非沉淀性冗余资源对研发投入强度与企业绩效的关系分别具有负向和正向的调节效应,说明沉淀性冗余资源不利于企业研发绩效的提升,而非沉淀性冗余资源则可以有效促进企业进行创新研发,提高研发效率,最终提升企业绩效.     

Changes in the value relevance of research and development expenses after IFRS adoption

We investigate whether the nature of differences between national GAAP and IFRS is associated with differential changes in the value relevance of R&D expenses after the adoption of IFRS across countries. Using a difference-in-differences study on a sample of public companies in nine countries that covers pre-IFRS and post-IFRS periods during 1997–2012, we find that the value relevance of R&D expenses declines after IFRS adoption in countries that previously mandated immediate expensing or allowed optional capitalization of R&D costs. On the contrary, there is no change in the value relevance of R&D expenses for countries that switched from the mandatory capitalization rule to IFRS. We also investigate the moderating effects of national institutions on the changes in the value relevance of R&D expenses after IFRS adoption. We find that in countries with stronger investor protection, the changes in the value relevance of R&D expenses are larger. In addition, changes in the value relevance of R&D expenses are smaller for countries whose national culture is characterized by higher uncertainty avoidance. Our findings highlight the importance of both accounting standards and national institutions in explaining the changes in the value relevance of accounting information after IFRS adoption.     

The Relation Among Targets' R&D Activities, Acquirers' Returns, and In-Process R&D in the US

Abstract:  Using a sample of 129 mergers and acquisitions (M&As) in the US between publicly traded acquirers and targets in research and development (R&D) intensive industries over the period of 1994-2004 and a size- and industry-matched sample, we examine the relation among targets' R&D activities, the probability of acquirers' writing-off in-process R&D (IPRD), and acquirers' returns around the time of M&A announcements. We find that firms acquiring targets with higher R&D investments tend to write off some of the acquired R&D assets upon the completion of the M&As. We also find that the median cumulative abnormal return during the three days around M&A announcements for acquirers with subsequent IPRD write-offs is −2.73% while the return for acquirers without IPRD write-offs is −0.60%. This suggests that acquirers' stock returns around M&A announcements are much lower when investors expect acquirers to expense IPRD. The results are consistent with our conjecture that acquirers tend to write-off IPRD when they acquire overvalued targets. We also find that IPRD write-offs do not increase earnings or stock returns of acquirers after M&As, which is inconsistent with an earnings management hypothesis.     

The finance of innovation in Latin America

This study contributes to the extant literature on innovation by examining how private companies fund innovation activities and R&D in Latin America. Specifically, this study seeks to identify whether innovative companies exhibit financing patterns different from those of non-innovative ones. In addition, this study aims at gauging the association between innovation and firm features, such as age, bank financing, female participation in ownership, financial constraints, and foreign ownership, among others.Based on information for Argentina, Colombia, Chile, Mexico, and Peru for 2010, firm size, firm age, financial constraints, and funding sources appear as the main drivers of innovation in Latin American countries. The figures also show that over 60% of the sampled firms displayed a very low or non-existent innovation level. A pending strategic task in Latin America is to increase both the R&D expenditure/GDP ratio and patent activities, and to attract highly-qualified researchers to industry.     

Boards,takeover protection,and real earnings management

We investigate the effect of board governance and takeover protection on real earnings management. Four types of real earnings management are considered: sales manipulation, overproduction, the abnormal reduction of research and development (R&D) expenses, and the abnormal reduction of other discretionary expenditures. Using panel data from US public firms in the post-Sarbanes–Oxley Act period, we find that the level of real earnings management (sales manipulation, abnormal declines in R&D expenses, and other discretionary expenses) increases with better board governance and decreases with higher takeover protection. These two governance factors generally have no significant effect on overproduction. We further find that firms substitute accrual-based earnings management with sales manipulation and abnormal cuts in discretionary expenses, and the substitution effect is more pronounced in firms with stronger board governance. Overall, our findings indicate that the level of real earnings management is higher when a firm is faced with tough board monitoring, and that takeover protection may reduce managerial incentives for real earnings management.     

Hedge Funds and Corporate Innovation

Using National Bureau of Economics Research patent data and hedge fund holdings in US firms from 1998 to 2006, we examine the effect of hedge fund ownership on corporate innovation. We find that hedge fund ownership increases both patent quantity and quality, even after controlling for endogeneity. Hedge funds appear to increase innovation and firm value by increasing research and development (R&D) productivity and innovation efficiency rather than R&D input. Our study suggests another channel through which hedge funds may enhance firm value, contributing to the literature on hedge fund ownership.     

企业技术并购、自主研发投资与创新效率——来自技术密集型行业的实证

以沪深两市技术密集型行业企业为样本,研究主并企业并购前自主研发投资形成的研发资本存量和对外技术并购获取技术知识两方面对其并购后创新效率产生的混合作用,再进一步检验并购双方技术重叠在主并企业并购前自主研发投资和并购后创新效率之间关系的调节作用.研究表明:企业并购前自主研发投资形成的知识储备量会促进其并购后创新效率的提升.技术并购及并购双方的技术重叠进一步放大了这种正向促进作用,说明技术并购及技术重叠会加强主并企业内部自主研发对外来创新能量的内化、吸收速度,并改善和提升内部研发投资效率.同时,在并购前持续追加研发投资的主并企业中,这种现象和作用也会更为明显.     

Family involvement,family member composition and firm innovation

Based on the data of Chinese listed family firms from 2008 to 2016, we investigate the impact of family involvement on firm innovation and the moderating effect of family member composition. The results show that increased family involvement significantly reduces R&D investment intensity and the number of patent applications. With the increased richness of the kinship of family members involved in management, the negative impact of family involvement on patent applications is weakened, but family member composition does not have a significant moderating effect on the relationship between family involvement and R&D investment intensity. Further analysis shows that the number of invention patent applications decreases as the degree of family involvement increases, but family involvement has no significant effect on utility model patent and design patent applications. Family member composition has a significant moderating effect on the relationship between family involvement and invention patent applications. The results have value as a reference for exploring how family involvement affects firm innovation and can also help the actual controller to take effective measures to optimize family member composition and improve the innovation performance of family firms.     

Penetrating the Book-to-Market Black Box: The R&D Effect

The book-to-market (BM) phenomenon – the positive association between BM and subsequent returns – looms large among capital market enigmas. Economic theory postulates that the difference between market and book values of companies reflects their future abnormal profits. We capture these abnormal profits for a large sample of science-based companies by estimating the value of the off-balance sheet investment generating those profits – the value of R&D capital – and show empirically: (i) Firms' R&D capital is associated with their subsequent stock returns. (ii) For R&D intensive firms, this 'R&D effect' subsumes the 'book-to-market effect.' (iii) The association between R&D and subsequent returns appears to result from an extra-market risk factor inherent in R&D, rather than from stock mispricing. We thus provide an explanation for the book-to-market phenomenon of R&D companies.     

Firm boundaries matter: Evidence from conglomerates and R&D activity

This paper examines the impact of the conglomerate form on the scale and novelty of corporate Research and Development (R&D) activity. I exploit a quasi-experiment involving failed mergers to generate exogenous variation in acquisition outcomes of target firms. A difference-in-differences estimation reveals that, relative to failed targets, firms acquired in diversifying mergers produce both a smaller number of innovations and also less-novel innovations, where innovations are measured using patent-based metrics. The treatment effect is amplified if the acquiring conglomerate operates a more active internal capital market and is largely driven by inventors becoming less productive after the merger rather than inventor exits. Concurrently, acquirers move R&D activity outside the boundary of the firm via the use of strategic alliances and joint ventures. There is complementary evidence that conglomerates with more novel R&D tend to operate with decentralized R&D budgets. These findings suggest that conglomerate organizational form affects the allocation and productivity of resources.     

The information content of R&D reductions

An extensive literature shows that R&D intensities and increases are positively related to firm performance, but little research examines the valuation of R&D reductions. This paper fills the void by studying long-term performance following R&D reductions. We find that, contrary to conventional wisdom, large R&D cuts are associated with positive future stock returns. This return drift cannot be explained by asset pricing factors, including R&D intensities and R&D increases. We explore two potential economic motives behind R&D reductions: R&D spillover and firm life cycle. We show that operating performance deteriorates immediately before R&D reductions but exhibits no abnormal pattern afterward. While firm growth falls substantially and variability in profitability reduces, firms with low or declining investment opportunities and mature firms outperform. These findings are inconsistent with the spillover hypothesis, but support the life cycle story that firms attempt to resolve overinvestment in R&D that arises over the course of firm life cycle.     

Capitalizing R&D expenses versus disclosing intangible information

We study how to improve the value-relevance of financial information for intangible-intensive firms by investigating two alternatives: capitalizing research and development (R&D) expenses and disclosing intangible information. Using patent counts/citations to proxy for intangible intensity, we find that the incremental value-relevance of disclosing patent counts/citations is greater than that of capitalizing R&D expenses for the high-patent group and vice versa for the low- or medium-patent group. Investors favor the disclosure of patent information for firms with more successful innovations. Since disclosing intangible information may lead to appropriation by rivals, we find that, for the high-patent group, the incremental value-relevance of disclosing patent counts/citations is more pronounced for firms in industries with stronger protection of intellectual property. Overall, our results suggest that disclosing R&D outputs can improve the value-relevance of financial statements for firms rich in intangibles and the incremental benefits of such disclosure will be greater in industries with strong protection of intellectual property.     

Measuring the value of intangibles

We propose a new earnings-based measure for the value of intangibles. To validate this measure, we compare it to commonly used proxies for intangible intensity, such as R&D expenses. While R&D expenses measure the investment in new intangibles, our new measure gauges the productivity of already existing intangibles. We show that our new measure serves as an additional factor to explain firm value, measured either as market capitalization or acquisition prices in M&A transactions. Moreover, it captures the increasing importance of intangibles over time. Finally, we present a specific application of our intangible-intensity measure in the context of capital structure. We find that more intangible-intensive firms have lower leverage.     

R&D and performance persistence: Evidence from the United Kingdom

There is compelling evidence from both the United States and United Kingdom suggesting that R&D investment is positively related to operating and/or market performance. This study extends prior research on R&D and valuation by further examining the sustainability or persistence of operating growth and market performance as a result of R&D investments.We use a large dataset of U.K. companies during the period 1990–2003 and our findings confirm the relation between R&D intensity and consistent growth in Sales and Gross Income, but only in the cases when a firm needs to engage in R&D activity because of the industry in which it operates. Moreover, our evidence indicates not only a positive relation between R&D intensity and subsequent risk-adjusted excess returns among firms that engage in R&D as testified by prior literature, but we also show that R&D intensity improves persistence in excess stock returns: the highest R&D-intensity firms are found to earn higher risk-adjusted excess returns more consistently than the sample median return, compared to lower R&D-intensity firms, as well as firms with no R&D. We interpret this finding as consistent with at least some form of market mispricing.     

Does insiders share pledging stifle innovation? Evidence from China

We examine the relation between insiders share pledging activities for personal loans and firm innovation. Firstly, we find a negative effect of both the existence of pledging and the intensity of pledging activities on firm innovation, measured by R&D and patent application. Pledging by insiders with decision rights is associated with a 4.6% decline in R&D activities and 0.5% decline in patent applications, respectively, which accounts for 4.0% and 10.6% of the mean of each variable. This result holds using a propensity-score matched sample. In addition, we instrument pledging activities by financing constraints faced by other firms controlled by the same controlling insiders who pledge shares. IV estimation yield similar results. Secondly, we find share pledge activities have more pronounced effect on firm innovations when firms are located in areas with strong property rights protection, when firms are non-SOEs, or when pledging insiders serve on corporate boards. Lastly, we also find a negative effect of share pledging of other firms with common shareholders on firm innovations of interest. Overall, our findings suggest that pledging shares by insiders stifle firm innovation because share pledging reduce insiders' preference for risk taking.     

Efficiency wages as gift exchange: Evidence from corporate innovation in China

This paper investigates the impact of rank-and-file employees on corporate innovation. We show that paying higher relative wages to rank-and-file employees promotes better innovation outcomes in terms of patent quantity and quality. This effect is more significant among firms with large proportions of skilled employees, industries with high levels of R&D intensity, provinces with competitive local labor markets, and non-SOEs. Further analyses reveal that efficiency wages can serve as an underlying economic channel that fosters innovation by retaining and attracting valuable human capital and stimulating their working enthusiasm. Finally, we show that technological innovation is a mechanism through which rank-and-file employees affect productivity growth and thereby affect the economy.