Partial correlation : Network analysis

The final year project came to us as an opportunity to get involved in a topic which has appeared to be attractive during the learning process of majoring in economics: statistics and its application to the analysis of economic data, i.e. econometrics.Moreover, the combination of econometrics and computer science is a very hot topic nowadays, given the Information Technologies boom in the last decades and the consequent exponential increase in the amount of data collected and stored day by day. Data analysts able to deal with Big Data and to find useful results from it are verydemanded in these days and, according to our understanding, the work they do, although sometimes controversial in terms of ethics, is a clear source of value added both for private corporations and the public sector. For these reasons, the essence of this project is the study of a statistical instrument valid for the analysis of large datasets which is directly related to computer science: Partial Correlation Networks.The structure of the project has been determined by our objectives through the development of it. At first, the characteristics of the studied instrument are explained, from the basic ideas up to the features of the model behind it, with the final goal of presenting SPACE model as a tool for estimating interconnections in between elements in large data sets. Afterwards, an illustrated simulation is performed in order to show the power and efficiency of the model presented. And at last, the model is put into practice by analyzing a relatively large data set of real world data, with the objective of assessing whether the proposed statistical instrument is valid and useful when applied to a real multivariate time series. In short, our main goals are to present the model and evaluate if Partial Correlation Network Analysis is an effective, useful instrument and allows finding valuable results from Big Data.As a result, the findings all along this project suggest the Partial Correlation Estimation by Joint Sparse Regression Models approach presented by Peng et al. (2009) to work well under the assumption of sparsity of data. Moreover, partial correlation networks are shown to be a very valid tool to represent cross-sectional interconnections in between elements in large data sets.The scope of this project is however limited, as there are some sections in which deeper analysis would have been appropriate. Considering intertemporal connections in between elements, the choice of the tuning parameter lambda, or a deeper analysis of the results in the real data application are examples of aspects in which this project could be completed.To sum up, the analyzed statistical tool has been proved to be a very useful instrument to find relationships that connect the elements present in a large data set. And after all, partial correlation networks allow the owner of this set to observe and analyze the existing linkages that could have been omitted otherwise.

Value chain analysis in graphical boards business

Tällä tutkielmalla oli kaksi tavoitetta. Ensimmäinen tavoite oli selvittää, kuinka valittujen tuotteiden arvoa asiakkaiden silmissä voisi lisätä. Toisena tavoitteena oli selvittää tuotteiden arvon lisääntyminen arvoketjun jokaisella portaalla kartonkitehtaaltaloppuasiakkaalle. Tutkimuksen kohteena oli kolme erilaista arvoketjua. Tutkimusoli luonteeltaan kvalitatiivinen ja tarvittavat tiedot kerättiin haastatteluilla. Tutkimuksen tuloksena voidaan mainita, että asiakkaat arvostavat laskua kustannuksissa enemmän kuin lisähyötyjä. Myös prosentuaalinen arvonlisäys valittuihintuotteisiin arvoketjun eri portaissa saatiin selville. Tästä työstä on tehty kaksi versiota; tämä versio, joka tulee julkiseksi neljän vuoden salassapitoajan jälkeen, ja toinen versio, joka sisältää arkaluontoisempaa kustannusinformaatiotaja on siitä syystä kokonaan salainen.

Teollisuuden energiaverorasitus EU-maissa ja eräissä muissa maissa

Useat maat ovat 1990-luvulla ottaneet käyttöön energiaveroja. Energiaverot vaikuttavat etenkin energiavaltaisen teollisuuden toimintaan. Energiaverojen aiheuttamien kustannusten siirto hintoihin on hankalaa tuotteiden kilpaillessa maailmanmarkkinoilla. Suomen perusteollisuus on hyvin energiaintensiivistä ja sen monet tuotteet on suunnattu vientiin. Suomen lisäksi kaikkia teollisuuden käyttämiä polttoaineita verotetaan vain Alanko-maissa, Italiassa ja Tanskassa. Teollisuudelle on usein lisäksi alhaisempi verotaso kuin kotitalouksille. Energiaverotasojen tarkastelu sellaisenaan ei kerro veron todellista vaikutusta. Diplo-mityössä tarkastellaan teollisuuden maksamien energiaverojen taloudellista rasittavuutta vertaamalla maksettuja energiaveroja tuotannon jalostusarvoon. Energiaveroja ympä-ristönäkökohdista tarkastellaan vertaamalla maksettuja energiaveroja hiilidioksidipäästöihin. Diplomityössä käsitellään kolmea teollisuuden energiavaltaisinta toimialaa: metsäteollisuutta, metallien jalostusta sekä kemianteollisuutta. Vertailumaina ovat Euroopan Unionin 15 jäsenmaan lisäksi Norja, Sveitsi, Japani, Kanada ja Yhdysvallat. Sähkön kulutus- ja/tai tuotantovero on monissa maissa ja useimmilla toimialoilla merkittävin yksittäinen energiavero. Sähkön käyttö teollisuudessa on runsasta, joten sillä on muita veroja selvemmin havaittava vaikutus verorasitusten kasvuun.

The New Era of Value Creation. Case: Sonera Zed

Tutkielman tavoitteena on selvittää kuinka arvonluonti-ideologia on muuttunut arvoketjuajattelusta arvoverkkomalliin ja mitä tekijöitä tarvitaan toimivan arvoverkon rakentamiseen. Teoriaosuus käsittelee arvonmuodostuksen muutosta kokonaisvaltaisesti. Tuloksena saavutetaan arvoverkko. Tutkielman empiirisessä osassa käytetään hyväksi laadullista case-tutkimusta. Teemahaastattelut ovat pääasiallinen empiirisen tiedon lähde. Tuloksena saatuja empiirisen osan tietoja verrataan teoriakappaleen vastaaviin tuloksiin. Case-yritys, Sonera zed, on suomalainen mobiiliportaaliyritys, joka tarjoaa matkapuhelimien lisäarvopalveluita loppuasiakkaille. Case-yrityksen operaatiomalli on rakentaa näitä palveluita yhteistyössä muiden yritysten kanssa. Empiirisen osan tavoite on selvittää toimiiko teoreettinen arvoverkkomalli myös tosielämässä. Arvoverkkomallia hyödynnetään case-yrityksessä vain osittain. Mallia käytetään hyväksi osa-alueilla missä yrityksellä ei ole omia kompetensseja. Sen sijaan alueilla joilla yritys omaa ydinosaamista, ei arvoverkkomallia hyödynnetä tarpeeksi. Tästä huolimatta uskotaan, että oikein hyödynnettynä arvoverkko kykenisi tarjoamaan merkittävää kilpailuetua kilpailijoihin nähden, mikäli mallia hyödynnettäisiin matkapuhelimien lisäarvopalvelutuotannon joka vaiheessa.

O papel governamental como ator essencial para a P&D de medicamentos: um estudo de casos

The importance of natural products as a source of new high value-added drugs has, no doubt, transformed Brazilian megadiversity into one of the country's most valuable and strategic assets. Thus the rational exploration of the Brazilian flora on an economic basis should be considered as part of a national development strategy. In this respect, governmental mechanisms to stimulate regulation on the access, bioprospection and industrial use of natural products represent a crucial issue. The aim of this paper is to show how the incentives and institutional arrangements that led to one of the greatest breakthroughs in the pharmaceutical industry, the development and commercialization of the anti-cancer agent Taxol, could be applied to the Brazilian case.

Química Sem Fronteiras: o desafio da energia

Coal, natural gas and petroleum-based liquid fuels are still the most widely used energy sources in modern society. The current scenario contrasts with the foreseen shortage of petroleum that was spread out in the beginning of the XXI century, when the concept of "energy security" emerged as an urgent agenda to ensure a good balance between energy supply and demand. Much beyond protecting refineries and oil ducts from terrorist attacks, these issues soon developed to a portfolio of measures related to process sustainability, involving at least three fundamental dimensions: (a) the need for technological breakthroughs to improve energy production worldwide; (b) the improvement of energy efficiency in all sectors of modern society; and (c) the increase of the social perception that education is a key-word towards a better use of our energy resources. Together with these technological, economic or social issues, "energy security" is also strongly influenced by environmental issues involving greenhouse gas emissions, loss of biodiversity in environmentally sensitive areas, pollution and poor solid waste management. For these and other reasons, the implementation of more sustainable practices in our currently available industrial facilities and the search for alternative energy sources that could partly replace the fossil fuels became a major priority throughout the world. Regarding fossil fuels, the main technological bottlenecks are related to the exploitation of less accessible petroleum resources such as those in the pre-salt layer, ranging from the proper characterization of these deep-water oil reservoirs, the development of lighter and more efficient equipment for both exploration and exploitation, the optimization of the drilling techniques, the achievement of further improvements in production yields and the establishment of specialized training programs for the technical staff. The production of natural gas from shale is also emerging in several countries but its production in large scale has several problems ranging from the unavoidable environmental impact of shale mining as well as to the bad consequences of its large scale exploitation in the past. The large scale use of coal has similar environmental problems, which are aggravated by difficulties in its proper characterization. Also, the mitigation of harmful gases and particulate matter that are released as a result of combustion is still depending on the development of new gas cleaning technologies including more efficient catalysts to improve its emission profile. On the other hand, biofuels are still struggling to fulfill their role in reducing our high dependence on fossil fuels. Fatty acid alkyl esters (biodiesel) from vegetable oils and ethanol from cane sucrose and corn starch are mature technologies whose market share is partially limited by the availability of their raw materials. For this reason, there has been a great effort to develop "second-generation" technologies to produce methanol, ethanol, butanol, biodiesel, biogas (methane), bio-oils, syngas and synthetic fuels from lower grade renewable feedstocks such as lignocellulosic materials whose consumption would not interfere with the rather sensitive issues of food security. Advanced fermentation processes are envisaged as "third generation" technologies and these are primarily linked to the use of algae feedstocks as well as other organisms that could produce biofuels or simply provide microbial biomass for the processes listed above. Due to the complexity and cost of their production chain, "third generation" technologies usually aim at high value added biofuels such as biojet fuel, biohydrogen and hydrocarbons with a fuel performance similar to diesel or gasoline, situations in which the use of genetically modified organisms is usually required. In general, the main challenges in this field could be summarized as follows: (a) the need for prospecting alternative sources of biomass that are not linked to the food chain; (b) the intensive use of green chemistry principles in our current industrial activities; (c) the development of mature technologies for the production of second and third generation biofuels; (d) the development of safe bioprocesses that are based on environmentally benign microorganisms; (e) the scale-up of potential technologies to a suitable demonstration scale; and (f) the full understanding of the technological and environmental implications of the food vs. fuel debate. On the basis of these, the main objective of this article is to stimulate the discussion and help the decision making regarding "energy security" issues and their challenges for modern society, in such a way to encourage the participation of the Brazilian Chemistry community in the design of a road map for a safer, sustainable and prosper future for our nation.

Logistics of North-West Russia and Rail Baltica: Standpoints of Private Sector

The main aims of the present report are to describe the current state of railway transport in Russia, and to gather standpoints of Russian private transportation logistics sector towards the development of new railway connection called Rail Baltica Growth Corridor, connecting North-West Russia with Germany through the Baltic States and Poland. North-West Russia plays important role not only in Russian logistics, but also wider European markets as in container sea ports handling is approx. 2.5 mill. TEU p.a. and handling volume in all terminals is above 190 million tons p.a. The whole transportation logistics sector is shortly described as an operational environment for railways – this is done through technical and economic angles. Transportation development is always going in line with economics of the country, so the analysis on economical development is also presented. Logistics integration of the country is strongly influenced by its engagement in the international trade. Although, raw material handling at sea ports and container transports (imports) are blossoming, domestic transportation market is barely growing (in long-term perspective). Thus, recent entrance of Russia into World Trade Organization (WTO) is analyzed theme in this research, as the WTO is an important regulator of the foreign trade and enabler of volume growth in foreign trade related transportation logistics. However, WTO membership can influence negatively the development of Russia’s own industry and its volumes (these have been uncompetitive in global markets for decades). Data gathering in empirical part was accomplished by semi-structured case study interviews among North-West Russian logistics sector actors (private). These were conducted during years 2012-2013, and research compiles findings out of ten case company interviews. Although, there was no sea port involved in the study, most of the interviewed companies relied in European Logistics within significant parts in short sea shipping and truck combined transportation chains (in Russian part also using railways). As the results of the study, it could be concluded that Rail Baltica is seen as possible transport corridor in most of the interviewed companies, if there is enough cargo available. However, interviewees are a bit sceptical, because major and large-scale infrastructural improvements are needed. Delivery time, frequency and price level are three main factors influencing the attractiveness of Rail Baltica route. Price level is the most important feature, but if RB can offer other advantages such as higher frequency, shorter lead times or more developed set of value-added services, then some flexibility is possible for the price level. Environmental issues are not the main criteria of today, but are recognized and discussed among customers. Great uncertainty exists among respondents e.g. on forthcoming sulphur oxide ban on Baltic Sea shipping (whether or not it is going to be implemented in Russia). Rather surprisingly, transportation routes to Eastern Europe and Mediterranean area are having higher value and price space than those to Germany/Central Europe. Border crossing operations (traction monopoly at rails and customs), gauge widths as well as unclear decision-making processes (in Russia), are named as hindering factors. Performance standards for European connected logistics among Russian logistics sector representatives are less demanding as compared to neighbourhood countries belonging to EU.

Automated Purchase to Pay Process Value Modeling and Comparative Process Speeds

The importance of efficient supply chain management has increased due to globalization and the blurring of organizational boundaries. Various supply chain management technologies have been identified to drive organizational profitability and financial performance. Organizations have historically been concentrating heavily on the flow of goods and services, while less attention has been dedicated to the flow of money. While supply chains are becoming more transparent and automated, new opportunities for financial supply chain management have emerged through information technology solutions and comprehensive financial supply chain management strategies. This research concentrates on the end part of the purchasing process which is the handling of invoices. Efficient invoice processing can have an impact on organizations working capital management and thus provide companies with better readiness to face the challenges related to cash management. Leveraging a process mining solution the aim of this research was to examine the automated invoice handling process of four different organizations. The invoice data was collected from each organizations invoice processing system. The sample included all the invoices organizations had processed during the year 2012. The main objective was to find out whether e-invoices are faster to process in an automated invoice processing solution than scanned invoices (post entry into invoice processing solution). Other objectives included looking into the longest lead times between process steps and the impact of manual process steps on cycle time. Processing of invoices from maverick purchases was also examined. Based on the results of the research and previous literature on the subject, suggestions for improving the process were proposed. The results of the research indicate that scanned invoices were processed faster than e-invoices. This is mostly due to the more complex processing of e-invoices. It should be noted however that the manual tasks related to turning a paper invoice into electronic format through scanning are ignored in this research. The transitions with the longest lead times in the invoice handling process included both pre-automated steps as well as manual steps performed by humans. When the most common manual steps were examined in more detail, it was clear that these steps had a prolonging impact on the process. Regarding invoices from maverick purchases the evidence shows that these invoices were slower to process than invoices from purchases conducted through e-procurement systems and from preferred suppliers. Suggestions on how to improve the process included: increasing invoice matching, reducing of manual steps and leveraging of different value added services such as invoice validation service, mobile solutions and supply chain financing services. For companies that have already reaped all the process efficiencies the next step is to engage in collaborative financial supply chain management strategies that can benefit the whole supply chain.

Value based pricing and marketing of marine engines

Objective of the thesis is to create a value based pricing model for marine engines and study the feasibility of implementing such model in the sales organization of a specific segment in the case company’s marine division. Different pricing strategies, concept of “value”, and how perceptions of value can be influenced through value based marketing are presented as theoretical background for the value based pricing model. Forbis and Mehta’s Economic Value to Customer (EVC) was selected as framework to create the value based pricing model for marine engines. The EVC model is based on calculating and comparing life-cycle costs of the reference product and competing products, thus showing the quantifiable value of the company’s own product compared to competition. In the applied part of the thesis, the components of the EVC model are identified for a marine diesel engine, the components are explained, and an example calculation created in Excel is presented. When examining the possibilities to implement in practice a value based pricing strategy based on the EVC model, it was found that the lack of precise information on competing products is the single biggest obstacle to use EVC exactly as presented in the literature. It was also found that sometimes necessary communication channels are missing and that there is simply a lack of interest from some clients and product end-users part to spend time on studying the life-cycle costs of the product. Information on the company’s own products is however sufficient and the sales force is capable to communicate to sufficiently high executive levels in the client organizations. Therefore it is suggested to focus on quantifying and communicating the company’s own value proposition. The dynamic nature of the business environment (variance in applications in which engines are installed, different clients, competition, end-clients etc.) means also that each project should be created its own EVC calculation. This is demanding in terms of resources needed, thus it is suggested to concentrate on selected projects and buyers, and to clients where the necessary communication channels to right levels in the customer organization are available. Finally, it should be highlighted that as literature suggests, implementing a value based pricing strategy is not possible unless the whole business approach is value based.

An account of new developmentalism and its structuralist macroeconomics

This is a personal account of the definition of "new developmentalism" - a national development strategy alternative to the Washington consensus -, and of a "structuralist development macroeconomics": the sum of models that justifies theoretically that strategy. It is personal account of a collective work involving Keynesian, institutionalist and structuralist economists in Brazil that are forming a new school of thought in Brazil: a Keynesian-structuralist school. It is Keynesian because it emphasizes the demand side or the investment opportunities' side of economic growth. It is institutionalist because institutions obviously matter in achieving growth and stability. It is structuralist because it defines economic development as a structural change from low to high value added per capita industries and because it is based on two structural tendencies that limit investment opportunities: the tendency of wages to grow below productivity and the tendency to the cyclical overvaluation of the exchange rate.

On the creative economy chain in Brazil: potential and challenges

ABSTRACT The article presents an analysis of the Creative Economy in Brazil, showing its development potential for the generation of income and employment, in order to the country's development resumption. They are initially presented concepts and features of the Creative Economy for, in sequence, to analyze the economic development profile and potential of this industry in Brazil. The empirical part introduces some methodological aspects, in continuing with the analysis of the creative chain contribution to the generation of Value Added and employment in the country, and a vision of their foreign trade.potential. Finally, the challenges to the implementation of public policies are investigated.

Catching up with competitiveness in emerging markets – An analysis of the role of the firm’s technology management strategies

Emerging markets have experienced rapid economic growth, and manufacturing firms have had to face the effects of globalisation. Some of the major emerging economies have been able to create a supportive business environment that fosters innovation, and China is a good example of a country that has been able to increase value-added investments. Conversely, when we look at Russia, another big emerging market, we witness a situation in which domestic firms struggle more with global competitiveness. Innovation has proven to be one of the most essential ingredients for firms aiming to grow and become more competitive. In emerging markets, the business environment sets many constraints for innovation. However, open strategic choices in new product development enable companies in emerging markets to expand their resource base and capability building. Networking and close inter-firm cooperation are essential in this regard. In this dissertation, I argue that technology transfer is one of the key tools for these companies to become internationally networked and to improve their competitiveness. It forces companies to reach outside the company and national borders, which in many cases, is a major challenge for firms in emerging markets. This dissertation focuses on how companies can catch up with competitiveness in emerging markets. The empirical studies included in the dissertation are based on analyses of survey data mainly of firms and their strategies in the Russian manufacturing industry. The dissertation contributes to the current strategic management literature by further investigating technology management strategies in manufacturing firms in emerging markets and the benefits of more open approaches to new product development and innovation.

Performance Degradation Modelling and Techno-Economic Analysis of Lithium-Ion Battery Energy Storage Systems

Transmission system operators and distribution system operators are experiencing new challenges in terms of reliability, power quality, and cost efficiency. Although the potential of energy storages to face those challenges is recognized, the economic implications are still obscure, which introduce the risk into the business models. This thesis aims to investigate the technical and economic value indicators of lithium-ion battery energy storage systems (BESS) in grid-scale applications. In order to do that, a comprehensive performance lithium-ion BESS model with degradation effects estimation is developed. The model development process implies literature review on lifetime modelling, use, and modification of previous study progress, building the additional system parts and integrating it into a complete tool. The constructed model is capable of describing the dynamic behavior of the BESS voltage, state of charge, temperature and capacity loss. Five control strategies for BESS unit providing primary frequency regulation are implemented, in addition to the model. The questions related to BESS dimensioning and the end of life (EoL) criterion are addressed. Simulations are performed with one-month real frequency data acquired from Fingrid. The lifetime and cost-benefit analysis of the simulation results allow to compare and determine the preferable control strategy. Finally, the study performs the sensitivity analysis of economic profitability with variable size, EoL and system price. The research reports that BESS can be profitable in certain cases and presents the recommendations.

Les brevets conjoints : panacée pour l’innovation ou boîte de Pandore juridique?

La mondialisation a favorisé l’essor de l’innovation collaborative entraînant une augmentation du nombre de partenariats entre différents acteurs. Grâce à leurs avantages multiples, les projets conjoints jouent un rôle fondamental dans le développement économique et industriel des secteurs à forte valeur ajoutée. Dans cette optique, la création ou la quantification de valeur par l’innovation collaborative repose en grande partie sur la capacité à commercialiser des innovations encadrées par une protection intellectuelle adéquate. Ainsi, la tendance mondiale témoigne d’une augmentation accrue des dépôts conjoints de brevets entre diverses entités. Ces co-dépôts soulèvent une variété de questions juridiques puisque les régimes statutaires ne sont pas nécessairement adaptés à la réalité des partenariats. D’abord, les régimes lacunaires proposés par les lois n’anticipent pas les conséquences juridiques de l’interaction entre divers acteurs. La variété de configurations d’intervenants et la typologie des partenariats entraînent une confusion entre les inventeurs et les propriétaires lors du dépôt d’une demande de brevet. Cette situation peut également induire de facto la copropriété d’un brevet pouvant causer des litiges et miner l’énorme valeur des brevets conjoints. Ensuite, les régimes statutaires sont également déficients à l’étape de l’exploitation d’un brevet conjoint. En comparant les régimes juridiques canadiens et américains, il devient possible de mieux cerner les enjeux juridiques associés aux questionnements présents lors de l’élaboration d’un partenariat. Afin d’obtenir des retombées fructueuses des brevets conjoints, une mise en forme contractuelle est proposée pour pallier ces lacunes statutaires. Grâce à des outils contractuels et à une planification pré-contractuelle, les copropriétaires pourront réaliser l’énorme potentiel de cette institution.

Droit du transport intermodal international de marchandises : une perspective « supply chain management ».

La thèse propose d’introduire une perspective globale dans le traitement juridique du transport intermodal international qui prendrait racine dans la stratégie logistique des entreprises. La conception juridique se heurte, en effet, aux évolutions opérationnelles et organisationnelles des transports et aboutit à une incertitude juridique. Les transporteurs ont dû s’adapter aux exigences d’optimisation des flux des chargeurs dont les modes de production et de distribution reposent sur le supply chain management (SCM). Ce concept est le fruit de la mondialisation et des technologies de l’information. La concurrence induite par la mondialisation et le pilotage optimal des flux ont impulsé de nouvelles stratégies de la part des entreprises qui tentent d’avoir un avantage concurrentiel sur le marché. Ces stratégies reposent sur l’intégration interfonctionnelle et interoganisationnelle. Dans cette chaîne logistique globale (ou SCM) l’intermodal est crucial. Il lie et coordonne les réseaux de production et de distribution spatialement désagrégés des entreprises et, répond aux exigences de maîtrise de l’espace et du temps, à moindre coût. Ainsi, le transporteur doit d’une part, intégrer les opérations de transport en optimisant les déplacements et, d’autre part, s’intégrer à la chaîne logistique du client en proposant des services de valeur ajoutée pour renforcer la compétitivité de la chaîne de valeur. Il en découle une unité technique et économique de la chaîne intermodale qui est pourtant, juridiquement fragmentée. Les Conventions internationales en vigueur ont été élaborées pour chaque mode de transport en faisant fi de l’interaction entre les modes et entre les opérateurs. L’intermodal est considéré comme une juxtaposition des modes et des régimes juridiques. Ce dépeçage juridique contraste avec la gestion de la chaîne intermodale dont les composantes individuelles s’effacent au profit de l’objectif global à atteindre. L’on expose d’abord l’ampleur de l’incertitude juridique due aux difficultés de circonscrire le champ d’opérations couvert par les Conventions en vigueur. Une attention est portée aux divergences d’interprétations qui débouchent sur la « désunification » du droit du transport. On s’intéresse ensuite aux interactions entre le transport et la chaîne logistique des chargeurs. Pour cela, on retrace l’évolution des modes de production et de distribution de ces derniers. C’est effectivement de la stratégie logistique que découle la conception de la chaîne intermodale. Partant de ce système, on identifie les caractéristiques fondamentales de l’intermodal. La thèse aboutit à dissiper les confusions liées à la qualification de l’intermodal et qui sont à la base des divergences d’interprétations et de l’incertitude juridique. De plus, elle met en exergue l’unité économique du contrat de transport intermodal qui devrait guider la fixation d’un régime de responsabilité dédié à ce système intégré de transport. Enfin, elle initie une approche ignorée des débats juridiques.