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Friday, September 07, 2007

Data Flow Diagramming Skills Acquisition: Impact of Cooperative versus Individual Learning

Information systems (IS) process modeling using the technique of Data Flow Diagramming (viz., Systems Analysis) can be defined as a complex task for IS designers. This study draws from the domains of educational psychology and organizational behavior in examining the training of novices in conceptual process modeling. Specifically, an experiment was conducted to determine what effects cooperative, team based participation has on self-efficacy and learning outcomes in dataflow diagramming (DFD) tasks. Results showed novice learners of DFDs performed better when working in cooperative teams rather than learning alone. For those learning in cooperative teams, neither team conflict nor team cohesion had any effect on DFD skill acquisition.

Information systems (IS) process modeling can be considered an ill-structured, complex task that requires higher-order thinking skills. A simple system may require a simple, easy to create process model. However, as systems become more multi-faceted, the complexity of creating process models increases (Millet, 1999). It is difficult for those with minimal training to comprehend the complexity of sophisticated process models

To facilitate a more rapid progression through the stages of IS design, studies have focused on the similarities and differences between expert and novice designers in constructing conceptual or logical models of systems, the improvement of conceptual design through feedback, and the usage of heuristics in the modeling process Despite the advances that have been made, there continues to be a call for additional research on the pedagogy of training novices effectively and efficiently (Brown and Klein, 2003). This study draws from the domains of educational psychology and organizational behavior in examining the training of novices in Data Flow Diagramming (i.e.. IS process modeling). Specifically, an experiment was conducted to determine what effects cooperative, team based participation had on self-efficacy and learning outcomes in systems analysis tasks.

Data flow diagramming (DFD) is one technique used to document process models and is often a part of Systems ; Analysis and Design (SA&D) curriculums. In one survey, over half of the respondents (53%) devoted 5-10% of class time to teaching DFDs, and 73% believed it was definitely important to teach DFDs in SA&D courses (Tastle and Russell, 2003). In this research, we examine the factors that may affect the ability of students to learn how to create DFDs.

This paper builds on a cumulative research tradition by extending the research model of Ryan, Bordoloi, and Harrison (2000) that investigated the influence of learning mode (cooperative versus individual learning) and selfefficacy on skill acquisition. Ryan et al., (2000) found that self-efficacy was significantly and positively related to skill acquisition. However, contrary to what was expected, performance for subjects in cooperative teams was not significantly different from subjects working individually. Because of this unexpected result, we were motivated to build on this research in two ways. First, we wanted to see whether team-based cooperative learning is beneficial for other complex tasks in information systems development. Thus, we examine the creation of DFDs rather than ERDs to see if cooperative learning teams lead to higher level performance as theory predicts. secondly, we include new research questions as suggested by the work of Ryan et al. (2000) that further examine the relationship between cooperative learning teams and performance outcomes. Specifically, we investigate various aspects of intra-group processes that might impact performance by cooperative learning groups as well as the impact of motivation throughout the learning process. By examining these issues, we hope to be able to provide recommendations to instructors on techniques that may enhance process modeling skill acquisition.

2. LITERATURE REVIEW, HYPOTHESES AND RESEARCH MODEL

As recommended for multidisciplinary cumulative research, we selected constructs based on existing MIS studies and prior work in related disciplines (Bandura, 1986; Lee and Bobko, 1994) to guide this empirical investigation. Based on Ryan et al.'s (2000) call for future research to examine the influence that intra-group processes might have on achievement, we include the intra-group process constructs of conflict resolution and team cohesion. In the following few subsections, we discuss these constructs and the related literature, the hypotheses, and our proposed research model.

2.1 Learning Mode

Cooperative learning has been defined by Cohen (1994) as:

"Students working together in a group small enough that everyone can participate on a collective task that has been clearly assigned. Moreover, students are expected to carry out their task without direct and immediate supervision of the instructor".

A nation transformed in two generations

When in November 1975 Franco died, he still possessed the powers granted him by his fellow generals after the outbreak of the Civil War. Such powers, a French general observed, had been enjoyed by no leader since Napoleon. For 36 years, 'all important decisions', in John Hooper's words, 'were taken by one man'. In the last instance he decided who should govern Spain under his guidance. With the constitution of 1978 Spain became a democratic constitutional monarchy.

Governments are the creation of free elctions based on universal suffrage.

Elections are a contest betweeen two modern mass parties: the progressive centre left Socialists and the conservative right-of-centre Partido Popular.

Hooper describes with characteristic clarity how this political sea change came about. What concerns him is how political liberty was seen as demanding liberty in all spheres of life. He chronicles the social, economic, moral and cultural transformations in everyday life that created the 'New Spaniards' of his title.

He starts with the 'years of development' in the 1960s. In the 1950s, Spain was still classed by UNO as an underdeveloped economy. Its GDP was substantially below that of Britain; nearly half the population won their living on the land, whereas in Britain only 2 per cent did. Faced with bankruptcy, in 1959 Franco's ministers abandoned the vain enterprise of creating an autarchic economy closed to Europe. The result was that the economy in the 1960s grew at the rate of 7 per cent a year, well above European levels, exceeded in the developed world only by Japan. The trickle of workers to the industrial towns became a flood: first to the shanty towns and finally to bleak tenements. Substantial villages in Upper Aragon were left without a single inhabitant, the telephone lines dangling in the deserted streets. By the 1970s what had been largely a traditional agrarian society was well on the way to becoming an urbanised, technologically advanced consumer society of multiple stores and supermarkets which replaced small artisan shops. In 1962 Eric Christiansen could still make his ink from a powder available in such a shop. Four years later it closed. In such a society Franco's clerical military dictatorship was fraying at the edges.

Spain was becoming ungovernable and resorted to the savage repression of the 1940s.

Such economic and social changes in Britain had taken well over a century: in Spain they were a matter of less than two generations. If the descent into the taste and mores of a materialist consumer society was abrupt, the decline of the influence of the Catholic church in society was equally dramatic, if more gradual.

It was not so much that some 2,000 priests, monks and nuns abandoned holy orders between 1960 and 1990. In the Civil War the Church supported Franco's crusade against the secularist Second Republic. With victory in 1939 it was granted privileges greater than those enjoyed by any other Catholic Church in Europe. It set the rules governing private life. The Christian family was the building block of society. Sex outside the procreation of children was illicit; the sale of contraceptives was illegal. Divorce was impossible. Abortion and homosexuality were crimes. The Spanish Church is distinguished by its puritanical horror of bare flesh; but it has failed in its attempt to cover it up. In 1952 my wife was turned off a beach as indecently clad by the Civil Guards; but by 1978 -- a benchmark year in which the sale of contraceptives was legalised -- topless bathing was spreading to the beaches of Spain, its vogue attributed to the libertarian Swedish tourists. Spain is now regarded as the Sweden of the Mediterranean.

The grandfather of the present Socialist prime minister José Luis Zapatero was shot by Francoists. He sees himself as heir of the secularist Second Republic of 1931-36 which Franco destroyed in the Civil War. His legalisation of gay marriages met with the fierce opposition of the Church. He would get away with it because he could count on the support of two thirds of the electorate. The majority of the leaders of the socialist party are agnostic. But the Church is not without its defenders. In the 1993 government of the Partido Popular, Hooper asserts that three ministers were members of Opus Dei, which counts on 30,000 members in Spain.

Hooper illuminates every aspect of the New Spain, from prostitution to the popularity of what he calls 'an engaging monarchy'. All important is the status of women who have flooded into the labour market since the 1960s. Feminism is not as strident as was British feminism in the days of the Pankhursts, but it has had triumphs. Half the ministers of the present Socialist government are women. 'This is a message of empowerment and encouragement to every woman in Spain.' Spain has undergone what Hooper describes as a cultural revolution. 'The need for culture is something which everyone, but everyone, in Spanish society pays lip service to.' In the 1980s 20 per cent of adults were going to a museum or art gallery once a fortnight. Gehry's Guggenheim is a place of pilgrimage.