scholarly journals Becoming a steward of data science

2019 ◽  
Author(s):  
Rochelle E. Tractenberg

This article introduces the concept of the steward: the individual to whom the public, and other practitioners, can entrust the integrity of their field. The concept will be defined, particularly with respect to what about stewardship can be demonstrated by the practitioner so that others – including other stewards – can recognize this professional identity. Stewardship is an important aspect of professionalism, and although data science is a very new profession, its growth in terms of the number of practitioners should also include growth in the commitment to integrity in practice. Although an undergraduate program may seem early to begin understanding what this commitment means, and how to generate evidence of that commitment for yourself, those with a strong understanding of stewardship and how to recognize it will be better able to select jobs in contexts where this commitment to integrity is nurtured and valued. Learning about stewardship engages students in taking responsibility for their role in the profession, and so taking responsibility for the profession and the professional community. Once the construct is understood, learners can focus on the nature of the evidence they can compile - as well as the types of activities that can generate that kind of evidence- and on why this is meaningful over their career.

2019 ◽  
Vol 86 (4) ◽  
pp. 749-764
Author(s):  
Wilfred Lameck ◽  
Rudie Hulst

Building on Lipsky, public administration scholars have conducted ample research on the coping strategies of street-level bureaucrats. To explain their behaviour, many studies focus on the individual characteristics of street-level workers or on features of the organization that they form part of. So far, less attention has been paid to the influence of the wider institutional context. This article presents findings of research on how different elements of the institutional context – the formal public administration, the norms of the professional community and the expectations of the public – can explain the coping strategies of agricultural extension officers in Tanzania. In the absence of specific guidance from the administrative context and of pressure by the public, the strategies that these street-level workers choose are primarily inspired by the norms of their professional community. Points for practitioners Public managers should be especially aware of the fact that, to a large extent, the professional norms of street-level workers determine how they use their discretion. Therefore, the training of street-level bureaucrats should not only focus on their professional abilities, but also include the transfer of key values of the public service.


Author(s):  
Tihana Kokanović

In order for an educator to develop into a competent individual and to continuously strengthen his professional identity, it is of great importance to work on all aspects of lifelong professional development. Since academic year 2009/2010, in the Republic of Croatia, educators have the opportunity to continue their education at university graduate studies in order to acquire and / or develop their competences, knowledge and skills necessary for development of professionalism. It is the responsibility of not just the individual, but a professional community, to enable development of the upbringing profession in all those areas crucial to the advancement of early and preschool education system. Formal education, in this sense, enables acquisition of competences needed to create educational policy within their own institutions. In order to evaluate in which areas and whether educators consider themselves competent, a self-assessment questionnaire for professional competences was developed. The aim of this research is to gain insight into how many educators consider themselves professionally competent for creating educational policy in the institution they work in. Furthermore, this research will examine whether there are differences in self-assessment of professional competences of educators-graduate students who are employed in preschool institutions and educators who completed undergraduate studies, also employed, and on what dimensions there is a correlation between their estimates. Key words: professional competences; educators; upbringing profession; professional identity


Public Voices ◽  
2016 ◽  
Vol 12 (1) ◽  
pp. 67 ◽  
Author(s):  
Sharon Mastracci

In this paper, the author examines public service as depicted in the television series Buffy the Vampire Slayer (BtVS). First, she shows how slaying meets the economist’s definition of a public good, using the BtVS episode “Flooded” (6.04). Second, she discusses public service motivation (PSM) to determine whether or not Buffy, a public servant, operates from a public service ethic. Relying on established measures and evidence from shooting scripts and episode transcripts, the author concludes Buffy is a public servant motivated by a public service ethic. In this way, BtVS informs scholarship on public service by broadening the concept of PSM beyond the public sector; prompting one to wonder whether it is located in a sector, an occupation, or in the individual. These conclusions allow the author to situate Buffy alongside other idealized public servants in American popular culture.


Author(s):  
Andrew M. Yuengert

Although most economists are skeptical of or puzzled by the Catholic concept of the common good, a rejection of the economic approach as inimical to the common good would be hasty and counterproductive. Economic analysis can enrich the common good tradition in four ways. First, economics embodies a deep respect for economic agency and for the effects of policy and institutions on individual agents. Second, economics offers a rich literature on the nature of unplanned order and how it might be shaped by policy. Third, economics offers insight into the public and private provision of various kinds of goods (private, public, common pool resources). Fourth, recent work on the development and logic of institutions and norms emphasizes sustainability rooted in the good of the individual.


2020 ◽  
Vol 30 (Supplement_5) ◽  
Author(s):  
S Houwaart

Abstract End-user (e.g. patients or the public) testing of information material is becoming more common in the German public health care system. However, including the end-user (in this case patients) in an optimisation process and thus enabling a close collaboration while developing PIMs is still rare. This is surprising, given the fact that patients provide the exact perspective one is trying to address. Within the isPO project, a patient organization is included as a legal project partner to act as the patient representative and provide the patient's perspective. As such, the patient organization was included in the PHR approach as part of the PIM-optimisation team. During the optimisation process, the patients gave practical insights into the procedures of diagnosing and treating different types of cancer as well as into the patient's changing priorities and challenges at different time points. This was crucial information for the envisioned application of the individual PIMs and their hierarchical overview. Moreover, the developed PIM-checklist enabled the patients to give detailed feedback to the PIMs. With their experience of being in the exact situation in which the PIMs will be applied, their recommendations, especially on the wording and layout of the materials, have been a valuable contribution to the PIM optimisation process. In this part of the seminar, we will take a closer look at the following skill building aspects: What is gained from including patients as end-users in the development and optimization of PIM?How can we reach patients to contribute to a PIM optimization process? Which requirements and prerequisites do patients have to provide to successfully work on an optimisation team?How to compromise and weigh opinions when different ideas occur? Altogether, this part will construct a structured path of productive patient involvement and help to overcome uncertainties regarding a collaboration with patient organizations.


2018 ◽  
Vol 33 (3) ◽  
pp. 158-159 ◽  
Author(s):  
Teresa Garrett

Advancing evidence-based policy change is a leadership challenge that nurses should embrace. Key tips to ensure that evidence-based policy changes are successful at the individual, community, and population levels are offered to help nurses through the change process. The public trust in the nursing profession is a leverage point that should be used to advance the use of evidence, expedite change, and improve health for students and across communities.


Author(s):  
Dimitris Zavras

The coronavirus disease 2019 (COVID-19) pandemic has resulted in significant uncertainty for the global population. However, since not all population groups experience the impacts of the pandemic in the same way, the objective of this study was to identify the individual characteristics associated with the feeling of uncertainty during the lockdown that commenced in March 2020 in Greece. The study used data from the “Public Opinion in the European Union (EU) in Time of Coronavirus Crisis” survey. The sample consisted of 1050 individuals aged between 16 and 54 years. According to the analysis, which was based on a logistic regression model, the emotional status of older individuals, those who experienced income and job losses since the beginning of the pandemic, and middle-class and high-class individuals, is more likely to be described as a feeling of uncertainty. In addition, the emotional status of individuals with less concern for their own health and that of family and friends is less likely to be described as a feeling of uncertainty. Although the results related to age, income, and job losses, as regards concern for health, agree with the international literature, the limited health literacy of lower-class individuals may explain the reduced likelihood of their experiencing feelings of uncertainty. The results confirm the international literature describing several aspects of uncertainty due to the COVID-19 crisis.


2021 ◽  
Vol 12 (1) ◽  
Author(s):  
Joshua T. Vogelstein ◽  
Eric W. Bridgeford ◽  
Minh Tang ◽  
Da Zheng ◽  
Christopher Douville ◽  
...  

AbstractTo solve key biomedical problems, experimentalists now routinely measure millions or billions of features (dimensions) per sample, with the hope that data science techniques will be able to build accurate data-driven inferences. Because sample sizes are typically orders of magnitude smaller than the dimensionality of these data, valid inferences require finding a low-dimensional representation that preserves the discriminating information (e.g., whether the individual suffers from a particular disease). There is a lack of interpretable supervised dimensionality reduction methods that scale to millions of dimensions with strong statistical theoretical guarantees. We introduce an approach to extending principal components analysis by incorporating class-conditional moment estimates into the low-dimensional projection. The simplest version, Linear Optimal Low-rank projection, incorporates the class-conditional means. We prove, and substantiate with both synthetic and real data benchmarks, that Linear Optimal Low-Rank Projection and its generalizations lead to improved data representations for subsequent classification, while maintaining computational efficiency and scalability. Using multiple brain imaging datasets consisting of more than 150 million features, and several genomics datasets with more than 500,000 features, Linear Optimal Low-Rank Projection outperforms other scalable linear dimensionality reduction techniques in terms of accuracy, while only requiring a few minutes on a standard desktop computer.


2002 ◽  
Vol 30 (4) ◽  
pp. 553-570 ◽  
Author(s):  
Melissa Feinberg

On 28 October 1918, a group of Czech nationalists stood on the steps of the Obecni Dům (Municipal House) in Prague and proclaimed their independence from the Austro-Hungarian Monarchy, allying themselves with the new state of Czechoslovakia. Their declaration marked the beginning of a new era in the Czech lands, one in which Czechs, as the majority nation, hoped to redefine the terms of political discourse. The new Czechoslovak Republic, its Czech supporters declared, would be the antithesis of the Habsburg regime. In the place of a multinational Monarchy, they would erect a democratic nation-state. The second half of this political vision was complicated by the fact that the new Czechoslovakia actually contained many ethnic groups, but Czechs still tended to imagine their new Republic as the political expression of the Czech nation. At the same time, this “Czech-centered” politics also emphasized the democratic basis of the new country. Czechoslovakia, Czech leaders said, would be a state governed by its people and dedicated to protecting their rights and freedoms as individuals. A political culture that rested on both ethnic nationalism and democratic values obviously contained some internal tensions: the need to protect the interests of one specific nation and the duty to protect the individual rights of all citizens could rub uncomfortably against each other. Yet, at that moment in 1918, most Czechs failed to register this potential for ideological conflict, instead seeing an essential link between democratic politics and the good of the Czech nation. For many Czechs, democracy itself was a need of the nation, a political structure crucial to Czech national self-realization. This idea came from one prominent conception of Czech nationhood that had captured the public imagination in the fall of 1918. According to this strain of Czech national ideology, the Czech nation had a sort of democratic character. This meant that only an egalitarian, democratic government would suit a “Czech” state. So, paradoxically, a universal language of rights and freedoms was the key to building a truly national Czechoslovak Republic. It was with a state that emphasized equality and personal freedom that the Czechs would fulfill their national destiny.


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