No / This study examines the impact of financial flexibility on the investment and performance of East Asian firms over the period 1994–2009. We employ a sample of 1,068 firms and place particular emphasis on the periods of the Asian crisis (1997–1998) and the recent credit crisis (2007–2009). The results show that firms can attain financial flexibility, primarily through conservative leverage policies and less commonly by holding large cash balances. Financial flexibility appears to be an important determinant of investment and performance, mainly during the Asian 1997–1998 crisis. In particular, firms that are financially flexible prior to this crisis (1) have a greater ability to take investment opportunities, (2) rely much less on the availability of internal funds to invest, and (3) perform better than less flexible firms during the crisis. Our analysis covering the credit crisis period of 2007–2009 suggests that some of the advantages of flexible firms towards investing persist but are significantly less pronounced over that period. We also find that the value of financial flexibility is region/country specific, which may be explained by the fact that different regions/countries often adopt different macroeconomic policies and operate in diverse economic/legal environments.

La tesi si colloca nel filone di letteratura dell' Acceleratore Finanziario, che si è sviluppato a partire dagli anni 90. Il lavoro prende le mosse dai modelli di Kiyotaki e Moore (KM,1997, 2002) e di Greenwald e Stiglitz (GS 1993, 2003). L'obiettivo è quello di tentare di rispondere ad alcuni quesiti che sorgono spontaneamente dallo studio di questa tipologia di modelli, inquadrando le idee proposte in una modellistica teorica adeguata. La tesi si compone di 7 capitoli. Nei primi due capitoli viene presentato e discusso, sia in chiave microeconomica che in chiave macroeconomica, il framework proposto da KM. Nel capitolo 3 si introduce il problema della bancarotta e si esplorano gli effetti di eventuali bancarotte sui mercati dei beni e sui mercati finanziari. Nel capitolo 4 viene presentato e discusso un articolo di Cordoba e Ripoll (2004a) nel quale gli autori sviluppano un modello à la KM introducendo il ruolo della moneta tramite l'approccio del Cash In Advance (CIA) constraint . Nel quinto capitolo viene presentato e discusso un contributo originale che introduce il ruolo della moneta nel modello di KM tramite l'approccio della Moneta nella Funzione di Utilità. Il modello è relativamente semplice possono emergere equilibri multipli e permette di esplorare gli effetti della politica monetaria sulle variabili macroeconomiche. Nel capitolo 6 si presenta un modello a generazioni sovrapposte à la Diamond-Samuelson utilizzando il framework di KM. In tale contesto la moneta ha essenzialmente il ruolo di riserva di valore (permette di incrementare il consumo e il bequest da vecchi), mentre il bequest rappresenta una risorsa a disposizione del giovane. In fine il modello presentato nel capitolo 7 è un esempio di un modello macroeconomico microfondato con vincoli finanziari e agenti eterogenei à la Greenwald-Stiglitz. Viene presentata una procedura di aggregazione che permette di ottenere le variabili macroeconomiche tenendo in considerazione il comportamento individuale degli agenti. Il modello può essere studiato tramite delle simulazioni in una struttura Agent-Based. / The dissertation could be traced back to the so called Financial Accelerator literature, that has been developed during the 90's. In particular it is essentially an attempt to adapt, modify or even subvert the basic framework proposed by Kiyotaki and Moore (KM,1997, 2002) and by Greenwald and Stiglitz (GS 1993, 2003) in order to provide answers to some questions that naturally arise from the study of these types of models. The thesis is divided into 7 chapters. Chapters 1 and 2 present and discuss the benchmark model, i.e. the framework put forward by KM, at the micro level (optimization problems of the different types of agents, market equilibrium) and at the macro level (laws of motion of macro state variables) respectively. In chapter 3 we study the conditions under which bankruptcy can occur and we explore the consequences of actual bankruptcies in terms of disruption of financial and goods markets. In chapter 4 we present and discuss a paper by Cordoba and Ripoll in which the role of money in a framework à la KM is introduced by means of the Cash In Advance (CIA) constraint approach. In chapter 5 we follow the Money In the Utility function (MIU) approach to introduce money in the original KM framework. The model seems very promising because is relatively simple, there can be multiple equilibria and the effect of a monetary injection can be explored in a straightforward way. In chapter 6 we model a KM economy in an OLG setting à la Diamond-Samuelson in which money plays basically the role of a store of value, which allows to increase consumption and bequest when old and bequest plays the role of internal resources for the young. The model presented in chapter 7 is an example of a microfounded macroeconomic model with financing constraints and heterogeneous agents of the Greenwald-Stiglitz type. An aggregation procedure is proposed in order to go from the individual to the aggregate variable. The model can be explored by means of simulations in an Agent-Based setting.

In this thesis, I apply the sophisticated tools made available by the econometrics of panel data and treatment models to a range of different issues. In the first Chapter, an ECM model is used to test on the existence of financing constraints in firms’ investment and R&D, taken a proxy for the efficiency of market institutions and governance rules in different countries. In the second chapter we test an agency model linking pay-performance contracts of CEOS to the financial situation of a firm by using a UK panel data. In the third chapter I use a sophisticated treatment model to evaluate the effectiveness of Italian public subsidies to R&D. Finally, in the fourth chapter I try to evaluate the efficiency of Italian regional systems of public healthcare by controlling for socio-economic factors and quality of healthcare in a composite model using panel data estimation and efficient frontier techniques.<p>The first Chapter analyzes the investment behavior of a sample of R&D intensive firms which are quoted on the stock market from USA, UK and Japan for the period 1990-1998. By using an error correction model we test the elasticity of investment and R&D to cash flow in these countries to see by which measure different market institutions and corporate governance rules affects the cost of external financing. Contrary to previous studies, we find significant differences in the sensitivity to cash flow of the two types of investment, with R&D expenditure being much less sensitive than ordinary investment. This is not surprising given the more long-term nature of R&D expenditures. For what concerns the comparison between the different systems/countries, the USA stock markets confirms as the most efficient market providing outside financing at a much lower cost compared to other markets, especially for young, smaller firms.<p>The second Chapter is a joint work with Biagio Speciale. It uses the data on a panel of quoted UK firms over the period 1995–2002 to study the effects of financial leverage on managerial compensation. The change in the investors’ expectations that caused the recent collapse of the stock market tech bubble is a perfect example of natural experiment that has been used as a source of plausibly exogenous variation in the firm’s debt. The estimates show that pay-for-performance sensitivity is increasing in financial leverage, with the exception of the 10% most levered firms, giving rise at the end to a non-linear (inverted U-shape) relationship between the two variables. The chapter includes also a theoretical model accounting for this relationship where an higher leverage increases both the expected returns and the expected variance of investment returns: the first effect (determining increased pay-performance sensitivity) prevails for low leverage values and the second effect (determining decreased pay-performance sensitivity) prevails for high leverage values.<p>The third Chapter undertakes an empirical estimation of the additionality of public funding on both the propensity to initiate R&D activity and the intensity of R&D spending of Italian enterprises for the period 1998-2000, using data from the Third Community Innovation Survey and from firms' financial accounts. The chosen methodology (Endogenous Switching Type II-Tobit) takes into account the possibility that decisions about both starting an R&D activity (sample selection effect) and applying for/obtaining public funding (essential heterogeneity) are influenced by private knowledge of enterprises' idiosyncratic propensities in R&D spending. The present analysis shows that both these effects are indeed important and that they contribute to explain most of the additionality found with less sophisticated models.<p>The fourth Chapter investigates the underlying causes of variability of public health expenditure per capita (SSPC henceforth) between Italian regions. A fixed-effect panel data estimate on the SSPC (for the period 1997-2006) is used in the first part of the paper to account for regional differences in terms of physical, demographic, socio-economic characteristics and in terms of other variables that affect demand and supply of health services. In the second part, we take the ‘adjusted’ SSPC and proceed to estimate an "efficient production function" of the quality of health services through Data Envelopment Analysis. This procedure allows us to separate the share of expenditure used for the improvement of the quality from the one that can be traced only to an inefficient use of financial resources. A comparison of regional SSPC after factoring out the socio-economic factors and the quality of healthcare shows that big differences still remain and are even exacerbated, signalling big pockets of inefficiency and correspondingly a huge potential for cost savings. Finally, a preliminary analysis shows a positive correlation between the efficiency of regional public spending in healthcare and the level of social capital. / Doctorat en Sciences économiques et de gestion / info:eu-repo/semantics/nonPublished

This thesis proposes to enlighten several channels that favor the emergence and the outcome of creative ideas and innovation in general amongst private firms, with a particular focus on European companies. The first chapter introduces the motivations related to this research, defines the research objectives and questions addressed by the dissertation and concludes with the outline and the contributions of the thesis. <p><p>The second chapter analyzes the financing constraints on R&D investments. The central question in this chapter is whether financing constraints can explain a part of the acknowledged R&D gap between Europe and the US. In order to address this question, a dataset is constructed on the basis of a compilation of R&D scoreboards. The findings of this chapter are based on a sensitivity analysis of R&D to cash flow using estimates of dynamic R&D equations. The relationship between the financing constraints on R&D and the age of the companies is analyzed in an additional set of results with parametric as well as non parametric estimations. European firms appear to be affected by financing constraints in the 2000s while this is not the case for the US companies. The age seems to affect negatively the R&D sensitivity for EU and US leading innovators, with higher sensitivities for old and low-tech EU firms than their US counterparts.<p><p>The third chapter is dedicated to the measuring of the knowledge production of R&D expenditures when they are disaggregated into the following components: intramural versus extramural expenditures, research versus development expenditures, product-oriented versus process-oriented, human capital versus investments. The sources of funding and the types of subcontractors are also considered. The main question of this chapter is whether the heterogeneity of R&D affects the technology performance of the companies, as measured by patent applications. A cross-sectional Belgian R&D survey conducted over 2004-2005 is used for the purpose of the analysis. Given the high dependency of the Belgian innovation system towards the foreign MNEs, a matching process was performed between Belgian R&D and patents related to Belgian inventors in order to capture the patents filed outside Belgium but related to inventions created by firms located in Belgium (i.e. subsidiaries of foreign groups). Estimates of the elasticity of the quantity of patents with respect to the components of R&D are provided. <p><p>The main question of the fourth chapter is whether the diversification strategies of the economic activities of the R&D leaders in Europe affect, positively or negatively, the performance of their R&D activities. An original approach is proposed on the basis of the analysis of the subsidiaries of EU MNEs. The sample consists of large R&D firms that represent about 80% of total European R&D. In general, the results indicate a positive impact from globalization on firms’ R&D productivity, especially in the US, while a negative impact for industrial diversification is found. <p><p>The main question of the fifth chapter is whether the R&D activities that are conducted outside Europe still benefit to European growth. If so, how does the regional location of R&D centers matter in the production process of EU MNEs? The analysis is conducted on the basis of a unique sample of 637 European R&D leaders with information that is consolidated with respect to about 8000 worldwide patenting subsidiaries. The assessment of R&D internationalization is proxied by the regional repartition of the inventors of each firm. The empirical findings suggest that R&D located in Europe yields significant economic results, but a reallocation of R&D located in Europe instead of outside Europe seems to be correlated with lower R&D performances in high-tech sectors, but not in lower-tech industries. Conversely, a larger share of R&D located in the US seems to improve the economic performance of R&D activities within high-tech EU MNEs while the effect is negative for lower-tech companies. Nevertheless, the economic performance of R&D centers in Europe and US is jointly positive and significant for both regions.<p><p>The sixth chapter concludes the dissertation by reviewing the main findings of the previous chapters. Policy implications are summarized and the limitations of the thesis are addressed. Finally, extensions of the scope of the analysis and ideas for future research are suggested. / Doctorat en Sciences économiques et de gestion / info:eu-repo/semantics/nonPublished

本論文包含兩篇獨立但主旨相關的文章， 目的均在探討融資契約與廠商投資的關聯，以分析融資契約的實質效果。第一篇文章「股價資訊外部性與新投資之採行」研究權益證券(股票)集訊、揭訊功能的實質效益，我們由股價資訊公開所產生的外部效果，分析股價資訊效率性與廠商投資效率之間的關聯。在1.眾多異質廠商，2.投資具實質選擇權(real options)特性的假設下，內生化廠商與股市交易者的資訊取得決策，發現1. 均衡時廠商的投資與資訊取得決策取決於廠商技術水準與股價效率性之高低：高股價效率性時，無廠商取得新資訊，皆根據股價判斷投資，低股價效率性時，僅較低技術廠商根據股價資訊投資。2. 股價有額外的資訊揭露效果：由於廠商僅能獲得新資訊的部份效益，且廠商利用資訊有機會成本，將投資證券化可提高新資訊被揭露的可能性，使得資訊可被充份利用，提昇投資效率。3. 股價資訊可提增投資效率，增加廠商期望報酬，但當體系平均技術水準落後，新資訊的實質效益低落時，股價資訊公開的外部淨效益亦趨薄弱，故經濟發展初期，股市資訊公開的外部效益相對不重要。 第二篇文章「抵押品、財務槓桿與廠商投資」研究借貸契約中，抵押品舒緩借貸限制的作用，及其可能產生的實質效果。我們採用Williamson(1986,1987)的狀態確認成本模型(costly state verification model)，在該訊息不對稱模型，廠商向外融資面臨借貸限制，僅較高自有資金廠商可獲融資。當借貸市場資金相當寬鬆，資金供給恆大於資金需求，資金成本(無風險利率)為一由模型外因素所決定的外生參數時，抵押融資不影響資金成本，此時抵押品具有舒緩借貸限制的作用，體系財務槓桿提高，期望查帳成本下降，投資的期望淨產出增加。若資金相對緊俏，無風險利率須由借貸市場均衡所內生決定時，長期而言，財務槓桿僅受體系資金寬鬆程度的影響，短期間抵押融資雖能提高財務槓桿，但隨槓桿之提高，資金需求增加，無風險利率上揚，在新的均衡，較低自有資金廠商投資的期望報酬下降，借貸利率上漲，反而增加其應負債務，資產狀況惡化，此即本文所欲突顯之抵押融資的潛在成本。 第一章 緒論 3 第一節 研究動機 3 第二節 研究內容與架構 5 第二章 文獻回顧 7 第一節 融資契約的功能 7 第二節 金融結構與實質經濟活動 13 第三節 股價資訊與廠商投資 18 第四節 抵押品與廠商投資 22 第三章 股價資訊外部性與新投資之採行 27 第一節 前言 27 第二節 基本模型 29 第三節 期中股市均衡與股價效率性 35 第四節 股價資訊外部效益 41 第五節 小結 46 附 錄 47 第四章 抵押品、財務槓桿與廠商投資 53 第一節 前言 53 第二節 基本模型 55 第三節 抵押融資模型-資金寬鬆時的抵押品效果 62 第四節 抵押融資模型-資金緊俏時的抵押品效果 66 第五節 小結 70 第五章 結論 72 第一節 研究限制 72 第二節 未來研究方向 77 參考文獻 79 / This dissertation collects two separate but related papers, both study the channel through which financing contracts can affect firms' investment decisions and the corresponding real effects. The first paper " Informational Externality of Stock Prices and Firms' New Investment Decisions" analyzes what real benefits the information acquisition and signaling function of stocks can produce. From the viewpoint of informational externality, stock prices may disclose some valuable information beneficial to firms' investment decisions. Under the assumptions of " heterogeneous technology" and "new investment as a real option", this paper finds 1. Firms' investment and information acquisition decisions are determined both by their own technology level and stock prices efficiency. With high price efficiency, no firms acquire information directly, all make investment decisions based on stock prices. With low price efficiency, most firms acquire information directly, only few low-tech firms make decisions according to stock prices. 2. Stock prices have additional signaling effect. Firms can ony get half benefits of new information, besides they have opportunity costs in using information. As a result, stock prices can enhance the possibility of information disclosure, improving investment efficiency. 3. When the economy is underdeveloped and the real benefit of new information is small, the net benefit produced by informational externality will be tiny. The stock prices externality effect is thus comparatively unimportant at the beginning stage of economy. The second paper " Collateral, Financial Leverage and Firms' Investment"analyzes the constraints-smoothing function of collateral and its real effects. By adopting Williamson's costly state verification model(1986,1987), I find that with this specific asymmetric information structure, there are financing constraints in capital markets, only firms whose own capital inputs are higher above some level can get borrowed capital. The question is " Can offering collateral smooth this kind of financing constraints?" In markets with abundant capital where capital supply always exceeds demand, capital cost(riskless interest rate)will be an exdogenously-determined parameter which won't be affected by collateral financing. In this scenario, collateral can smooth financing constraints, increase financial leverage and improve the net expected return of investment. On the contrary, if capital is not so abnudant that the capital cost should be determined endogenously by capital market equilibrium, then in the long run this economy's financial leverage depends only on the relative abundance of capital. Though collateral financing can increase financial leverage in the short run, as capital demand increases, capital cost will also increase. This will offset the initial smoothing effect of collateral. After full adjustment of capital cost, at the new equilibrium the financial leverage remains unchanged. However, the expected return of firms with lower own capital inputs become smaller, and their borrowing rates become higher which mean they have heavier debt burden and less net worth at the new equilibrium.

Κύριο αντικείμενο της παρούσας διδακτορικής διατριβής είναι να εξετασθεί και να αξιολογηθεί η επίδραση ποικίλων παραγόντων στην πορεία μεγέθυνσης των επιχειρήσεων. Για την πραγματοποίηση της έρευνας χρησιμοποιείται ένα σύνολο δεδομένων για επιχειρήσεις που δραστηριοποιούνται στους ελληνικούς τομείς μεταποίησης και υπηρεσιών κατά την διάρκεια της χρονικής περιόδου 1995-2001. Η ενδοκλαδική δυναμική μεγέθυνση των επιχειρήσεων αναλύεται στο πλαίσιο της στοχαστικής θεωρίας της μεγέθυνσης, η οποία εκφράζεται κυρίως από το νόμο του Gibrat. Σε αυτό το πλαίσιο, το αρχικό μέγεθος των επιχειρήσεων θεωρείται ως κρίσιμη μεταβλητή για την διερεύνηση της συμπεριφοράς μεγέθυνσης των επιχειρήσεων. Παράλληλα, η παρούσα διατριβή διερευνά εάν κάποιοι παράγοντες - όπως είναι το μέγεθος και η ηλικία των επιχειρήσεων, η διατήρηση της μεγέθυνσης των επιχειρήσεων, η ύπαρξη χρηματοδοτικών περιορισμών και η ένταση χρησιμοποίησης Τεχνολογιών Πληροφορίας και Επικοινωνίας (ΤΠΕ) - διαδραματίζουν οποιοδήποτε ρόλο στη μεγέθυνση των επιχειρήσεων. Η διδακτορική διατριβή αποτελείται από 6 κεφάλαια. Το πρώτο κεφάλαιο προσφέρει μια σύντομη εισαγωγή στο θέμα της διατριβής. Το κεφάλαιο 2 προσφέρει μια εκτενή παρουσίαση της θεωρητικής και εμπειρικής βιβλιογραφίας αναφορικά με την μεγέθυνση των επιχειρήσεων. Το κεφάλαιο 3 διερευνά τη δυναμική διαδικασία μεγέθυνσης των επιχειρήσεων στο πλαίσιο του νόμου του Gibrat και λαμβάνει υπόψη την πιθανή διατήρηση της μεγέθυνσης με την πάροδο του χρόνου, χρησιμοποιώντας ένα σύνολο δεδομένων από 3685 επιχειρήσεις που λειτουργούν στον ελληνικό τομέα μεταποίησης. Σε αυτό το εμπειρικό κεφάλαιο, εφαρμόζοντας την Μέθοδο των Ελαχίστων Τετραγώνων και την Δέλτα Μέθοδο, τα αποτελέσματα προτείνουν ότι στο συνολικό δείγμα οι μικρές επιζούσες επιχειρήσεις παρουσιάζουν μία υψηλότερη εν δυνάμει μεγέθυνση σε σχέση με τις μεγαλύτερες επιχειρήσεις. Η ταξινόμηση των επιχειρήσεων σε 4 κατηγορίες μεγέθους και σε 4 κατηγορίες ηλικίας αποδίδει ενδιαφέροντα ευρήματα. Συγκεκριμένα, παρατηρείται για τις μικρές, τις μίκρο και τις νέες επιχειρήσεις μία τάση διατήρησης των ποσοστών μεγέθυνσής τους στις επόμενες χρονικές περιόδους. Από την άλλη πλευρά, οι πορείες μεγέθυνσης των μεγάλων, μεσαίων και ηλικιωμένων επιχειρήσεων ακολουθούν έναν τυχαίο περίπατο. Στο κεφάλαιο 4 εξετάζονται οι πορείες μεγέθυνσης 4975 επιχειρήσεων που δραστηριοποιούνται στον ελληνικό τομέα των υπηρεσιών, δίνοντας ιδιαίτερη έμφαση στον ρόλο των ΤΠΕ. Η συγκεκριμένη εμπειρική ανάλυση χρησιμοποιεί τη Γενικευμένη Μέθοδος Ροπών συστήματος εφαρμόζοντας ξεχωριστές εκτιμήσεις για κάθε έναν από τους 14 διαθέσιμους κλάδους των υπηρεσιών. Τα αποτελέσματα προτείνουν ότι οι πορείες μεγέθυνσης των επιχειρήσεων εμφανίζονται να είναι ετερογενείς ανάλογα με τον τύπο ΤΠΕ των κλάδων και ότι η δυναμική διαδικασία μεγέθυνσης των επιχειρήσεων στις υπηρεσίες που σχετίζονται με ΤΠΕ μπορεί να μην απεικονίζει την αντίστοιχη που ισχύει στην μεταποίηση. Στο κεφάλαιο 5 εξετάζεται η επίδραση των χρηματοδοτικών περιορισμών στην μεγέθυνση 1734 επιχειρήσεων που δραστηριοποιούνται στον ελληνικό τομέα μεταποίησης. Ταυτόχρονα, η συγκεκριμένη εμπειρική ανάλυση διερευνά πιθανούς παράγοντες που επηρεάζουν την δυνατότητα πρόσβασης των επιχειρήσεων σε εξωτερική χρηματοδότηση, χρησιμοποιώντας την Γενικευμένη Μέθοδο Ροπών συστήματος για την εκτίμηση των υπό εξέταση υποδειγμάτων μεγέθυνσης. Ταξινομώντας τις επιχειρήσεις σε 3 ηλικιακές ομάδες επιχειρήσεων και σε 2 μεγάλες ομάδες κλάδων με κριτήριο την έντασή τους σε ΤΠΕ, αποδεικνύεται ότι στους μη-ΤΠΕ κλάδους οι νέες επιχειρήσεις αντιμετωπίζουν μεγαλύτερα προβλήματα χρηματοδότησης σε σχέση με τις πιο ηλικιωμένες επιχειρήσεις. Αντίθετα, στους ΤΠΕ κλάδους οι νέες επιχειρήσεις εμφανίζονται να είναι ικανές να αποκτήσουν όμοια πρόσβαση σε εξωτερική χρηματοδότηση όπως οι ηλικιωμένες επιχειρήσεις. Στο τελευταίο κεφάλαιο συνοψίζονται αρχικά τα βασικά ευρήματα και τα συμπεράσματα που προκύπτουν από τα τρία εμπειρικά κεφάλαια της διατριβής, κατόπιν διατυπώνονται κάποιες προτάσεις αξιοποίησης των ευρημάτων της παρούσας διατριβής στο πλαίσιο της οικονομικής πολιτικής, μετέπειτα αναφέρονται κάποιοι περιοριστικοί παράγοντες που παρουσιάστηκαν κατά την εκπόνηση της διατριβής, και τέλος προτείνονται κάποιες κατευθύνσεις για μελλοντική έρευνα. / The main objective of the present thesis is to examine and evaluate the impact of various factors on the growth patterns of firms. In doing so, we make use of a dataset on firms that operate in the Greek sectors of manufacturing and services during the period 1995-2001. Intra-industry growth dynamics of firms are analyzed in the context of the stochastic theory of growth, which is expressed mainly by Gibrat’s Law. In this framework, initial firm size is considered as a critical variable for the investigation of the behaviour of firm growth. At the same time, the present thesis investigates whether relevant factors - such as firm size, firm age, persistence of firm growth, financing constraints, Information and Communication Technologies (ICT) - play any role in the growth process of firms. The thesis consists of 6 chapters. The first chapter provides a short introduction in the subject of thesis. Chapter 2 provides an extensive empirical and theoretical literature review on firm growth. Chapter 3 investigates the dynamic growth process of firms in the context of Gibrat’s Law and considers the potential persistence of firm growth over time, using a dataset of 3685 firms that operate in the Greek manufacturing sector. In this empirical chapter, applying the OLS and the delta method, the results suggest for the total sample that small surviving firms have a higher potential of growth than larger ones. The classification of firms in 4 size groups and 4 age groups yields interesting findings. In particular, it is observed that the growth rates of micro, small and young firms tend to persist in subsequent periods. On the other hand, the growth patterns of medium, large and old firms follow a random walk. Chapter 4 examines the growth patterns of 4975 firms that act in the Greek service sector, focusing particularly on the role of ICT. This empirical analysis uses the GMM system technique to estimate separately each of the 14 available disaggregated service industries. The results show that the firm growth patterns are heterogeneous for different ICT groups of industries and the dynamic growth process of firms in ICT-related services might not resemble the firm growth patterns holding in manufacturing. Chapter 5 examines the impact of financing constraints on the growth of 1734 firms that operate in the Greek manufacturing sector. At the same time, this empirical analysis investigates possible factors that affect the ability of firms to have access to external finance, using the GMM system method in order to estimate the examined growth models. By classifying firms in 3 age groups and in 2 major groups of industries with respect to their intensity in the use of ICT, it is found that young firms face greater financing constraints than their older counterparts. On the contrary, in ICT sectors young firms appear to be able to acquire similar access to external finance as the older firms. The last chapter, summarizes the main findings of the three empirical chapters, points at relevant policy implications, limitations and directions for further research.