Modeling Stock Order Flows and Learning Market-Making from Data

Stock markets employ specialized traders, market-makers, designed to provide liquidity and volume to the market by constantly supplying both supply and demand. In this paper, we demonstrate a novel method for modeling the market as a dynamic system and a reinforcement learning algorithm that learns profitable market-making strategies when run on this model. The sequence of buys and sells for a particular stock, the order flow, we model as an Input-Output Hidden Markov Model fit to historical data. When combined with the dynamics of the order book, this creates a highly non-linear and difficult dynamic system. Our reinforcement learning algorithm, based on likelihood ratios, is run on this partially-observable environment. We demonstrate learning results for two separate real stocks.

European employment strategy and spanish labour market policies

The paper aim is to analyse the influence of the European Employment Strategy (EES)in the implementation of the Spanish labour market policies. The first part of the paper describes the evolution and content of the EES. In the second one, the definition of activation is also explained. In addition to that, the ways how the EES develops and promotes active labour market policies are examined. The evolution of labour market policies in Spain and the current configuration of both active and passive policies are studied in the next three chapters. In these parts, the paper investigates to which extent the provisions of the EES have been implemented in Spain. The paper shows that: i) activation has been rising in the European countries since the implementation of the EES; ii) this fact has also happened in relative terms (comparing the evolution of active to passive policies); iii) Spain has been one of the countries which has led these processes; iv) the EES seems to have been influencing

The allometry of non-employment. What can compositional data analysis tell us about labour market performance across the UK's regions?

The low levels of unemployment recorded in the UK in recent years are widely cited as evidence of the country’s improved economic performance, and the apparent convergence of unemployment rates across the country’s regions used to suggest that the longstanding divide in living standards between the relatively prosperous ‘south’ and the more depressed ‘north’ has been substantially narrowed. Dissenters from these conclusions have drawn attention to the greatly increased extent of non-employment (around a quarter of the UK’s working age population are not in employment) and the marked regional dimension in its distribution across the country. Amongst these dissenters it is generally agreed that non-employment is concentrated amongst older males previously employed in the now very much smaller ‘heavy’ industries (e.g. coal, steel, shipbuilding). This paper uses the tools of compositiona l data analysis to provide a much richer picture of non-employment and one which challenges the conventional analysis wisdom about UK labour market performance as well as the dissenters view of the nature of the problem. It is shown that, associated with the striking ‘north/south’ divide in nonemployment rates, there is a statistically significant relationship between the size of the non-employment rate and the composition of non-employment. Specifically, it is shown that the share of unemployment in non-employment is negatively correlated with the overall non-employment rate: in regions where the non-employment rate is high the share of unemployment is relatively low. So the unemployment rate is not a very reliable indicator of regional disparities in labour market performance. Even more importantly from a policy viewpoint, a significant positive relationship is found between the size of the non-employment rate and the share of those not employed through reason of sickness or disability and it seems (contrary to the dissenters) that this connection is just as strong for women as it is for men

Market trends and the dilemmas of parental participation in schools

Resumen tomado de la publicaci??n

Estudio del sector automotriz para el ingreso de automóviles híbridos en Bogotá-Colombia

Se hizo un estudio exploratorio de carácter prospectivo, para identificar las opciones y alternativas que pueden encontrarse en el mercado del sector automotor para el ingreso de una gama de vehículos híbridos o ecológicos, de tal manera que se puedan entregar elementos de juicio a los interesados en invertir en este ramo, que les permitan tomar decisiones estratégicas en este sentido. El estudio contemplo los aspectos de mercadeo, estudio estratégico sectorial y un estudio de escenarios de futuro. El estudio de escenarios de futuro se llevo a cabo mediante la metodología prospectiva de Michael Godet, en la cual, a partir del abordaje del problema como un sistema, se identifican preliminarmente las variables que lo integran y las relaciones que existen entre ellas desde los conceptos de influencia y dependencia que pueden generar variaciones del mismo en el tiempo. Dentro de la misma metodología se hace además una identificación de los actores más importantes del sistema, y a partir de las consultas de expertos y bibliografía, se establecen sus comportamientos característicos y la forma como estos pueden influenciar a las variables claves y por lo tanto a la estabilidad del sistema en el tiempo. A partir de la información anterior, es decir una vez identificadas las variables claves, se definen los objetivos estratégicos, y se exponen los posibles escenarios de futuro de acuerdo con las graficas de probabilidades que arroja el sistema, de estos escenarios de futuro se identifica el escenario ideal o el escenario apuesta.

Juan Valdez in the coffe market of France

El objetivo de este trabajo es presentar un marco organizacional en profundidad de las operaciones de Juan Valdez y sus posibilidades de incursionar en el mercado Francés. El Análisis se presenta en base a una investigación de mercados que tiene como referencia las tendencias de consumo, más exactamente hacía bebidas con alto contenido de cafeína, (Bebidas energizantes, deportivas, café etc.). Igualmente se analizan los socios estratégicos con más fuerza de realizar alianzas con la empresa colombiana, sus posibilidades financieras, así como su experiencia y conocimiento de su mercado local, y la similitud de procesos o cultura organizacional. La investigación de la propuesta nos lleva a generar una aplicación y conocimiento más a fondo de aspectos teóricos relacionados con el estudio del consumidor, la diversidad cultural y su influencia en el momento de realizar estrategias de mercadeo, el concepto de red y complejidad, así como aspectos teóricos relacionados con la organización y desafíos de una empresa al optar el camino de la internacionalización.

How ikea should enter in the colombian market

IKEA es una de las empresas más grandes en el mundo que produce y comercializa productos para el hogar, sin embargo, todavía no tiene una filial en Colombia. Por esta razón, este trabajo de investigación se dedicará a evaluar no solo los factores generales que influenciarán la apertura de una tienda IKEA en Colombia, sino también los factores internos.

Testing for Hidden Information and Action in Automobile Insurance Market

I test the presence of hidden information and action in the automobile insurance market using a data set from several Colombian insurers. To identify the presence of hidden information I find a common knowledge variable providing information on policyholder s risk type which is related to both experienced risk and insurance demand and that was excluded from the pricing mechanism. Such unused variable is the record of policyholder s traffic offenses. I find evidence of adverse selection in six of the nine insurance companies for which the test is performed. From the point of view of hidden action I develop a dynamic model of effort in accident prevention given an insurance contract with bonus experience rating scheme and I show that individual accident probability decreases with previous accidents. This result brings a testable implication for the empirical identification of hidden action and based on that result I estimate an econometric model of the time spans between the purchase of the insurance and the first claim, between the first claim and the second one, and so on. I find strong evidence on the existence of unobserved heterogeneity that deceives the testable implication. Once the unobserved heterogeneity is controlled, I find conclusive statistical grounds supporting the presence of moral hazard in the Colombian insurance market.

Behind the decision making of the KFC coffee campaign, can KFC win the coffee market in UK?�

KFC, the chain fast-food restaurants in UK, planed to launched coffee products through campaigns. There are two main reasons for KFC to make the decision. The first one is KFC tried to promote its coffee products with KFC A.M. breakfast plan and it failed at last. The second reason is that KFC needs extension points of interest. The financial condition of KFC has been steady but no breakthrough growth. It has been showed that there is enormous potential of “fast-drink” market in UK. After the success of KFC “Krushems” series, it is reasonable for the company launched coffee products. However, KFC also faced to many challenges to win the market. Compare to the main competitor of McDonald’s, KFC’s quantity of restaurants is far too less. Moreover, KFC has a brand limitation that focuses more family than single urban. The dominant competitors are another challenge KFC need to manage. To sum up, KFC has to win these challenges to be a bigger player in UK coffee market.

Evaluate Why HTC Corporation Has Become Successful In the European Smartphone Market

Research Skills / Semester 1 Work-in-Progress: Research Presentations