Métodos para detecção de outliers em séries de preços do índice de preços ao consumidor

Outliers são observações que parecem ser inconsistentes com as demais. Também chamadas de valores atípicos, extremos ou aberrantes, estas inconsistências podem ser causadas por mudanças de política ou crises econômicas, ondas inesperadas de frio ou calor, erros de medida ou digitação, entre outras. Outliers não são necessariamente valores incorretos, mas, quando provenientes de erros de medida ou digitação, podem distorcer os resultados de uma análise e levar o pesquisador à conclusões equivocadas. O objetivo deste trabalho é estudar e comparar diferentes métodos para detecção de anormalidades em séries de preços do Índice de Preços ao Consumidor (IPC), calculado pelo Instituto Brasileiro de Economia (IBRE) da Fundação Getulio Vargas (FGV). O IPC mede a variação dos preços de um conjunto fixo de bens e serviços componentes de despesas habituais das famílias com nível de renda situado entre 1 e 33 salários mínimos mensais e é usado principalmente como um índice de referência para avaliação do poder de compra do consumidor. Além do método utilizado atualmente no IBRE pelos analistas de preços, os métodos considerados neste estudo são: variações do Método do IBRE, Método do Boxplot, Método do Boxplot SIQR, Método do Boxplot Ajustado, Método de Cercas Resistentes, Método do Quartil, do Quartil Modificado, Método do Desvio Mediano Absoluto e Algoritmo de Tukey. Tais métodos foram aplicados em dados pertencentes aos municípios Rio de Janeiro e São Paulo. Para que se possa analisar o desempenho de cada método, é necessário conhecer os verdadeiros valores extremos antecipadamente. Portanto, neste trabalho, tal análise foi feita assumindo que os preços descartados ou alterados pelos analistas no processo de crítica são os verdadeiros outliers. O Método do IBRE é bastante correlacionado com os preços alterados ou descartados pelos analistas. Sendo assim, a suposição de que os preços alterados ou descartados pelos analistas são os verdadeiros valores extremos pode influenciar os resultados, fazendo com que o mesmo seja favorecido em comparação com os demais métodos. No entanto, desta forma, é possível computar duas medidas através das quais os métodos são avaliados. A primeira é a porcentagem de acerto do método, que informa a proporção de verdadeiros outliers detectados. A segunda é o número de falsos positivos produzidos pelo método, que informa quantos valores precisaram ser sinalizados para um verdadeiro outlier ser detectado. Quanto maior for a proporção de acerto gerada pelo método e menor for a quantidade de falsos positivos produzidos pelo mesmo, melhor é o desempenho do método. Sendo assim, foi possível construir um ranking referente ao desempenho dos métodos, identificando o melhor dentre os analisados. Para o município do Rio de Janeiro, algumas das variações do Método do IBRE apresentaram desempenhos iguais ou superiores ao do método original. Já para o município de São Paulo, o Método do IBRE apresentou o melhor desempenho. Em trabalhos futuros, espera-se testar os métodos em dados obtidos por simulação ou que constituam bases largamente utilizadas na literatura, de forma que a suposição de que os preços descartados ou alterados pelos analistas no processo de crítica são os verdadeiros outliers não interfira nos resultados.

Improvement on the sales forecast accuracy for a fast growing company by the best combination of historical data usage and clients segmentation

Industrial companies in developing countries are facing rapid growths, and this requires having in place the best organizational processes to cope with the market demand. Sales forecasting, as a tool aligned with the general strategy of the company, needs to be as much accurate as possible, in order to achieve the sales targets by making available the right information for purchasing, planning and control of production areas, and finally attending in time and form the demand generated. The present dissertation uses a single case study from the subsidiary of an international explosives company based in Brazil, Maxam, experiencing high growth in sales, and therefore facing the challenge to adequate its structure and processes properly for the rapid growth expected. Diverse sales forecast techniques have been analyzed to compare the actual monthly sales forecast, based on the sales force representatives’ market knowledge, with forecasts based on the analysis of historical sales data. The dissertation findings show how the combination of both qualitative and quantitative forecasts, by the creation of a combined forecast that considers both client´s demand knowledge from the sales workforce with time series analysis, leads to the improvement on the accuracy of the company´s sales forecast.

Competitividade no agronegócio: proposta de modelo para elaboração de estratégia de integração de cadeias para os defensivos agrícolas – o caso do café

A produção sustentável de alimentos é fundamental para suportar o crescimento populacional. Segundo estimativa da FAO, se a população atingir 9,1 bilhões de habitantes em 2050, a produção de alimentos deverá crescer 70%, e a produção nos países em desenvolvimento deverá dobrar. Ou seja, a maior parte do crescimento vem de países emergentes, onde se concentra o maior potencial de crescimento agrícola. Com o aumento populacional e o aumento da renda da população destes países emergentes, há aumento na demanda por produtos de melhor qualidade, fazendo com que o crescimento na produção de alimentos seja não somente de quantidade, mas também, de qualidade e valor. Portanto, a maior a exigência em termos de segurança do alimento, faz com que rastreabilidade e transparência com relação ao uso de tecnologias de produção se transformem em fatores que influenciam a aceitação de alimentos por parte dos consumidores do mercado doméstico e também de mercados internacionais. Neste contexto, o varejo ganha importância estratégica pela proximidade do seu negócio com o consumidor final. Ele é o primeiro elo da cadeia a receber informações sobre o cliente em termos de comportamento de compra e demandas, podendo assim, repassá-las aos outros elos da cadeia chegando até os produtores, que tem que ajustar suas práticas em geral, e principalmente, as práticas agronômicas, no que diz respeito à qualidade e a segurança do alimento. As empresas de insumos e as agroindústrias, que contribuem para uma produção agrícola sustentável terão a preferência dos produtores rurais e varejistas, que tem a missão de entregar produtos de qualidade, seguros, de forma conveniente para o consumidor final que é o elo capaz de movimentar a cadeia em uma única direção - a da agricultura sustentável. É neste contexto que as empresas de defensivos agrícolas devem desenvolver suas estratégias de negócio. Torna-se necessário ter maior “controle” sobre a cadeia, visando o uso correto de seus produtos, visando contribuir para a agricultura sustentável, ganhando participação de mercado e/ou aumentando sua rentabilidade. Para isso, algumas empresas têm desenvolvido estratégias de coordenação de cadeias, ou “food value chain”, com alguns casos exitosos. Neste trabalho, é proposta metodologia para o desenvolvimento e implementação de estratégias de “food value chain” para os defensivos agrícolas. Ao final do trabalho, conclui-se que existem ganhos importantes para a empresa que adota este tipo de estratégia; entretanto, há um aumento na complexidade da operação. Por isso, é uma escolha importante, que deve ser parte da missão da empresa.

Is what you say what you do? Analyzing and comparing the effect of buyer-supplier relationship in the Brazilian and Chinese supplier selection criteria

Choosing properly and efficiently a supplier has been challenging practitioners and academics since 1960’s. Since then, countless studies had been performed and relevant changes in the business scenario were considered such as global sourcing, quality-orientation, just-in-time practices. It is almost consensus that quality should be the selection driver, however, some polemical findings questioned this general agreement. Therefore, one of the objectives of the study was to identify the supplier selection criteria and bring this discussion back again. Moreover, Dickson (1966) suggested existing business relationship as selection criterion, then it was reviewed the importance of business relationship for the company and noted a set of potential negative effects that could rise from it. By considering these side effects of relationship, this research aimed to investigate how the relationship could influence the supplier selection and how its harmful effects could affect the selection process. The impact of this phenomenon was investigated cross-nationally. The research strategy adopted was a controlled experiment via vignette combined with discrete choice analysis. The data collections were performed in China and Brazil. By examining the results, it could be drawn five major findings. First, when purchasers were asked to declare their supplier selection priorities, quality was stated as the most important independently of country and relationship. This result was consistent with diverse studies since 60’s. However, when purchasers were exposed to a multi-criteria trade-off situation, their actual selection priorities deviate from what they had declared. In the actual decision-making without influence of buyer-supplier relationship, Brazilian purchasers focused on price and Chinese buyers prioritized delivery then price. This observation reinforced some controversial prior studies of Verma & Pullman (1998) and Hirakubo & Kublin (1998). Second, through the introduction of the buyer-supplier relationship (operationalized via relational capital) in the supplier selection process, this research extended the existing studies and found that Brazilian buyers still focused on price. The relationship became just another criterion for supplier selection such as quality and delivery. However, from the Chinese sample, the results suggested that quality was totally discarded and the decision was majorly made through price and relationship. The third finding suggested that relational capital could legitimate the quality and sustainability of the supplier and replaces these selection criteria and made the decisional task less complex. Additionally, with the relational capital, the decision-makings were associated to few biases such as availability cognition, commitment, confirmatory and perceived biases. By analyzing the purchasers’ behavior, relational capital inducted buyers of both countries to relax in their purchasing requirements (quality, delivery and sustainability) leading to potential negative effects. In the Brazilian sample, the phenomenon of willing to pay a higher price for a lower quality offer demonstrated to be a potential counterproductive and suboptimal decision. Finally, the last finding was associated to the cultural effect on the buyers’ decisions. From the outcome, it is possible to observe that if a purchaser’s cultural background is more relation-oriented, the more he will tend to use relational capital as a decision heuristic, thus, the purchaser will be more susceptible to the potential relationship’s side effects

Modelos de negócio na economia compartilhada: uma investigação multi-caso

A economia compartilhada teve origem na década de 1990 nos Estados Unidos impulsionada pelos avanços tecnológicos que propiciaram a redução dos custos das transações on-line peer-to-peer (SHIRKY, 2008), viabilizando a criação de novos modelos de negócio baseados na troca e no compartilhamento de bens e serviços entre pessoas desconhecidas (SCHOR, 2015). A economia compartilhada é constituída por práticas comerciais que possibilitam o acesso a bens e serviços, sem que haja, necessariamente, a aquisição de um produto ou troca monetária (BOTSMAN; ROGERS, 2011). Atualmente, a economia compartilhada está tomando forma no Brasil, por meio da expansão de modelos de negócio que visam ao compartilhamento, à troca e à revenda de produtos e serviços. Assim, objetivando expandir o conhecimento sobre este fenômeno econômico, realizou-se um estudo de caso múltiplo em quatro empresas representantes dessa economia, com o objetivo de conhecer os seus modelos de negócio, enfatizando uma abordagem holística para compreender como essas organizações realizam seus negócios (ZOTT; AMIT; MASSA, 2011). Como resultado deste estudo, constata-se que a economia compartilhada abrange uma extensa gama de modelos de negócio (SCHOR, 2014), dentre os quatro casos estudados foram observados três modelos de negócio distintos. Ademais, por meio dos casos estudados, evidencia-se que as empresas da economia compartilhada tendem a desenvolver sinergias com empresas da economia tradicional para garantir sua sustentabilidade, visto que, das quatro empresas estudadas, três já estão desenvolvendo transações business-to-business com parceiros da economia tradicional, constatando-se assim o surgimento de uma economia híbrida constituída pelo mercado capitalista e pelas iniciativas de compartilhamento (RIFKIN, 2014). Todavia, verifica-se que a aproximação com empresas tradicionais não significa o abandono da essência de compartilhamento e sustentabilidade socioambiental, inerentes às propostas de valor das atividades da economia compartilhada.

As implicações dos restos a pagar na gestão da saúde pública: o caso de Mato Grosso

O tema saúde é o centro do debate nacional e internacional acerca da necessidade de evolução das políticas públicas a serem adotadas pelos órgãos públicos. Portanto, o Estado tem obrigação de executar programas que forneçam, a todos, ações concretas voltadas ao resguardo do direito à saúde. Nessa perspectiva, o objetivo da pesquisa é avaliar as implicações dos restos a pagar na gestão da saúde pública de Mato Grosso, nos anos de 2008 a 2014. Nesse intento, a partir de pesquisa documental, bibliográfica e de campo, observou-se que o Estado está inserido em um ciclo vicioso de inscrição de restos a pagar. As despesas represadas no período mantiveram uma dinâmica de evolução, prejudicando a execução financeira dos programas prioritários da saúde mato-grossense. Segundo os dados, a realização financeira programática deixou de ser considerada ótima em 2008, com 92% de realização, para caracterizar-se como regular em 2014, com 66% de execução. Por meio do estudo de caso, identificou-se que não há como Mato Grosso obter resultados excelentes na implementação dos interesses de sua sociedade se o Estado encontra-se com a credibilidade abalada em relação aos credores, por postergar seus compromissos financeiros, sem respeitar, ou ter a capacidade de executar o orçamento aprovado, adquirindo bens e contratando serviços lançando mão de mecanismos emergenciais que elevam o custo da compra pública e potencializam o poder das empresas na execução do orçamento. Além de deteriorar a programação orçamentária e financeira, criando verdadeiros orçamentos paralelos, conclui-se que o excesso de despesas repassadas do exercício em que deveriam ocorrer para os subsequentes, prejudicou a qualidade dos serviços públicos executados na saúde do Estado, dificultando a realização deste direito fundamental, imprescindível à vida.

Coffee house consumer behavior in Changsha, China

Women in Changsha are patronizing coffee-houses, ordering beverages and sweets, and disliking the taste of the expensive product purchased. This thesis is an exploratory research study conducted in Changsha, China with a consumer behavior focus. It uses primary surveys and interviews in addition to secondary sources from books, articles, and academic journals. It seeks to identify underlying motives for purchasing behavior from working women in the developing third-tier city Changsha, Hunan, China. It delves into the psychology of the working women who spend their hard-earned discretionary incomes at costly western chain coffee-houses. The inland mass-market consumer class feels the desire to project their newly established status while needing to save money for their personal future, their children’s schooling, and their parent’s retirement. They must wisely spend discretionary income while satisfying social societal norms. An individual’s self-concept plays and important role in determining which coffee shop she will frequent and what she will order. Daylight Donuts, Starbucks, Costa Coffee and local café’s all serve brewed coffee but they have different associations. This study aims at understanding the influencing factors associated with coffee-house brand equity and how the consumer’s perception of the brand forms her purchasing behavior. All coffee-house brands are relatively new in Changsha, none existing more than seven years. They do not have lasting ties with the community and need to create consumer relationships to ensure sustainability. Changsha women are bold and strong willed. If a corporation is to succeed in the future of Hunan, it will need to create an environment of hospitality excellence, place socially responsible roots in the society, and ask its customers what they want.

Anatomy of relationship significance: a critical realist exploration

Markets-as-networks (MAN) theorists contend, at least tacitly, the significance of business relationships to the firm – that is, business relationships contribute somewhat to corporate survival or growth. One does not deny the existence of significant business relationships but sustain, in contrast to the consensus within the MAN theory, that relationship significance should not be a self-evident assumption. For significance cannot be a taken-for-granted property of each and every one of the firm’s business relationships. The authors adopt explicitly a critical realist metatheoretical position in this conceptual paper and claim that relationship significance is an event of the business world, whose causes remain yet largely unidentified. Where the powers and liabilities of business relationships (i.e., relationship functions and dysfunctions) are put to work, inevitably under certain contingencies (namely the surrounding networks and markets), relationship effects ensue for the firm (often benefits in excess of sacrifices, i.e., relationship value) and as a consequence relationship significance is likely to be brought about. In addition, relationship significance can result from the dual impact that business relationships may have on the structure and powers and liabilities of the firm, that is, on corporate nature and scope, respectively.

Markets-as-networks theory: a review

This paper exposes the development of markets-as-networks theory from formal inception in the mid-1970s until 2010 state-of-the-art, en route presenting its historical roots. This largely European-based theory challenges the conventional, dichotomous view of the business world as including firms and markets, arguing for the existence of relational governance structures (the so-called ‘‘interfirm cooperation’’) in addition to hierarchical and transactional ones.

Meta-theories in research: positivism, postmodernism, and critical realism

No scholar or researcher is able to provide robust evidence that counters the scant reflection on metatheory – mostly ontology and epistemology – underlying management studies in general, and industrial marketing and purchasing research in particular. This paper is a contribution to the indispensable discussion of metatheoretical alternatives in research, and most importantly, the strengths and shortcomings thereof, and respective implications on research questions, objectives, and findings.

A confiança interorganizacional nas compras

This research is part of the field of organizational studies, focusing on organizational purchase behavior and, specifically, trust interorganizational at the purchases. This topic is current and relevant by addressing the development of good relations between buyer-supplier that increases the exchange of information, increases the length of relationship, reduces the hierarchical controls and improves performance. Furthermore, although there is a vast literature on trust, the scientific work that deal specifically at the trust interorganizational still need further research to synthesize and validate the variables that generate this phenomenon. In this sense, this investigation is to explain the antecedents of trust interorganizational by the relationship between the variable operational performance, organizational characteristics, shared values and interpersonal relationships on purchases by manufacturing industries, in order to develop a robust literature, most consensual, that includes the current sociological and economic, considering the effect of interpersonal relationships in this phenomenon. This proposal is configured in a new vision of the antecedents of interorganizational trust, described as significant quantitative from models Morgan and Hunt (1994), Doney and Cannon (1997), Zhao and Cavusgil (2006) and Nyaga, Whipple, Lynch (2011), as well as qualitative analysis of Tacconi et al. (2011). With regard to methodological aspects, the study assumes the form of a descriptive, survey type, and causal trace theoretical and empirical. As for his nature, the investigation, explicative character, has developed a quantitative approach with the use of exploratory factor analysis and structural equation modeling SEM, with the use of IBM software SPSS Amos 18.0, using the method of maximum verisimilitude, and supported by technical bootstraping. The unit of analysis was the buyer-supplier relationship, in which the object under investigation was the supplier organization in view of the purchasing company. 237 valid questionnaires were collected among key informants, using a simple random sampling developed in manufacturing industries (SIC 10-33), located in the city of Natal and in the region of Natal. The first results of descriptive analysis demonstrate the phenomenon of interorganizational trust, in which purchasing firms believe, feel secure about the supplier. This demonstration showed high levels of intensity, predominantly among the vendors that supply the company with materials that are used directly in the production process. The exploratory and confirmatory factor analysis, performed on each variable alone, generated a set of observable and unobservable variables more consistent, giving rise to a model, that needed to be further specified. This again specify model consists of trajectories was positive, with a good fit, with a composite reliability and variance extracted satisfactory, and demonstrates convergent and discriminant validity, in which the factor loadings are significant and strong explanatory power. Given the findings that reinforce the model again specify data, suggesting a high probability that this model may be more suited for the study population, the results support the explanation that interorganizational trust depends on purchases directly from interpersonal relationships, sharing value and operating performance and indirectly of personal relationships, social networks, organizational characteristics, physical and relational aspect of performance. It is concluded that this trust can be explained by a set of interactions between these three determinants, where the focus is on interpersonal relationships, with the largest path coefficient for the factor under study

Fatores que influenciam a intenção de compra online: aplicação de um modelo adaptado de aceitação da tecnologia para o comércio eletrônico

This research aims to understand the factors that influence intention to online purchase of consumers, and to identify between these factors those that influence the users and the nonusers of electronic commerce. Thus, it is an applied, exploratory and descriptive research, developed in a quantitative model. Data collection was done through a questionnaire administered to a sample of 194 graduate students from the Centre for Applied Social Sciences of UFRN and data analysis was performed using descriptive statistics, confirmatory factorial analysis and simple and multiple linear regression analysis. The results of descriptive statistics revealed that respondents in general and users of electronic commerce have positive perceptions of ease of use, usefulness and social influence about buying online, and intend to make purchases on Internet over the next six months. As for the non-users of electronic commerce, they do not trust the Internet to transact business, have negative perceptions of risk and social influence over purchasing online, and does not intend to make purchases on Internet over the next six months. Through confirmatory factorial analysis six factors were set up: behavioral intention, perceived ease of use, perceived usefulness, perceived risk, trust and social influence. Through multiple regression analysis, was observed that all these factors influence online purchase intentions of respondents in general, that only the social influence does not influence the intention to continue buying on the Internet from users of electronic commerce, and that only trust and social influence affect the intention to purchase online from non-users of electronic commerce. Through simple regression analysis, was found that trust influences perceptions of ease of use, usefulness and risk of respondents in general and users of electronic commerce, and that trust does not influence the perceptions of risk of non-users of electronic commerce. Finally, it was also found that the perceived ease of use influences perceived usefulness of the three groups. Given this scenario, it was concluded that it is extremely important that organizations that work with online sales know the factors that influence consumers purchasing intentions in order to gain space in their market

Do acesso clássico à comercialização: especificidades do mercado imobiliário informal na área especial de interesse social de Mãe Luiza, Natal/ RN.

This study presents research regarding affordable housing and their effects on the spatial reconfiguration of Natal/ RN, aiming to identify the specificities of the informality of urban land. This study aims to understand how informal housing market operates housing provision for the population located in popular informal settlements, through buying and selling market and rental market of residential properties irregular / illegal. This understanding will be through the neighborhood of Mãe Luisa, Special Area of Social Interest (SASI), located between neighborhoods with a population of high purchasing power and inserted into the tourist shaft of seaside of town. The characterization of informal housing market in Mãe Luiza, from buyers, sellers and renters, will help to understand how these informal transactions operate on SASI and housing provision for public policy development and implementation of housing programs and land regularization for low-income population, adequate to dynamic and reality of housing of informal areas

A reestruturação produtiva e as novas formas de organização do trabalho: a experiência do transporte alternativo no município de Belém/PA

The study made in this thesis analyzes the new form of work organization at the urban collective transportation sector, so called Altemative Transportation which is a new form of public transportation that appears in the Brazilian urban context by the mid ninety' s, this work is made by independent or sub-contracted workers, usually organized in cooperatives . It reflects the investigation of new forms of precarious work, unformal which has been expanding in the urban transportation sector. Thus, discusses non regulation of the services sector problem the ways of survival of exc1uded workers from the formal work market mainly afier the capital productive restructure. It has as privileged area of investigation, the sector policy of urban transportation that make field of the main nets of political articulations that define the dynamic of the urban space. It is known that the urban collective transportation allows the access to the production, circulation and general consumption being necessary to the mobility of the resident population, mainly to those with low purchasing capacity. It becomes a field of empirical investigation at the Belem municipal, located at the Amazonic region - north Brazil. The main points dealed on this research start from concrete relations from the daily life of workers that deve1op their activity on the altemative transport mediated with theoretical references needed for understanding and interpretation of the studied reality. The investigation strategies were built from the abstract (theorical knowledge produced for the reality analyze) in concrete by the investigation quantitative-qualitative from this area of urban policy, making up possible the formation of a references chart to the analyses of the studied subject. Rescue his historicity, from characterization of the urban space of the metropolitan region of Belem passing true the forms of organization and urban services performances while essential production and reproduction element of the social relations. Identifies the main individuals that historically have been participating in the construction of the municipality transport policy and the ways of expression of the local political strength relations. Outstand the State paper on the net of established relations near the local power, as well as outstand the importance of social sciences in the understanding of urban policies in the transportation area, trying to bring input to the academicals -scientific debate .The above e1ected and mentioned points in this study are crucial for a critical reflection of the transportation policies. That relation is not given, but historically built at the power relation chart that makes up this unique area of the urban policies

Uma abordagem híbrida para o problema de seleção de fornecedores em cadeia de suprimentos

This work presents a hybrid approach for the supplier selection problem in Supply Chain Management. We joined decision-making philosophy by researchers from business school and researchers from engineering in order to deal with the problem more extensively. We utilized traditional multicriteria decision-making methods, like AHP and TOPSIS, in order to evaluate alternatives according decision maker s preferences. The both techiniques were modeled by using definitions from the Fuzzy Sets Theory to deal with imprecise data. Additionally, we proposed a multiobjetive GRASP algorithm to perform an order allocation procedure between all pre-selected alternatives. These alternatives must to be pre-qualified on the basis of the AHP and TOPSIS methods before entering the LCR. Our allocation procedure has presented low CPU times for five pseudorandom instances, containing up to 1000 alternatives, as well as good values for all considered objectives. This way, we consider the proposed model as appropriate to solve the supplier selection problem in the SCM context. It can be used to help decision makers in reducing lead times, cost and risks in their supply chain. The proposed model can also improve firm s efficiency in relation to business strategies, according decision makers, even when a large number of alternatives must be considered, differently from classical models in purchasing literature