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Questions and Answers
What is the main focus of this lecture?
What is the main focus of this lecture?
What does the lecture argue about the process of quantification?
What does the lecture argue about the process of quantification?
Which of the following is NOT a key takeaway from the lecture?
Which of the following is NOT a key takeaway from the lecture?
What is the meaning of "commensuration" in the context of the lecture?
What is the meaning of "commensuration" in the context of the lecture?
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What does the lecture argue about the use of indicators?
What does the lecture argue about the use of indicators?
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How does the lecture connect the concept of "empirical data" with the transformation of the world?
How does the lecture connect the concept of "empirical data" with the transformation of the world?
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Which of the following is NOT mentioned as an example of data-driven governance in the lecture?
Which of the following is NOT mentioned as an example of data-driven governance in the lecture?
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What is the primary argument regarding the use of data in governance?
What is the primary argument regarding the use of data in governance?
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What does the term 'reductive' refer to when discussing indicators?
What does the term 'reductive' refer to when discussing indicators?
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Which of the following is NOT a characteristic of evaluative indicators?
Which of the following is NOT a characteristic of evaluative indicators?
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How does McCloskey's perspective on data 'being rhetoric' relate to the issue of indicators?
How does McCloskey's perspective on data 'being rhetoric' relate to the issue of indicators?
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Why is it crucial to consider assumptions behind indicators?
Why is it crucial to consider assumptions behind indicators?
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What is the main concern regarding data being 'partial' in relation to indicators?
What is the main concern regarding data being 'partial' in relation to indicators?
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The statement 'what gets counted gets done' suggests that:
The statement 'what gets counted gets done' suggests that:
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What issue is highlighted by the example of Ecuador and its data on violence against women?
What issue is highlighted by the example of Ecuador and its data on violence against women?
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Which of these statements is TRUE about the relationship between data and indicators?
Which of these statements is TRUE about the relationship between data and indicators?
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Which of these is a negative consequence of league tables, according to the content provided?
Which of these is a negative consequence of league tables, according to the content provided?
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Which of the following is not a factor mentioned in the content that could be used to measure university ranking?
Which of the following is not a factor mentioned in the content that could be used to measure university ranking?
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According to the content, what aspect of university league tables is most likely to be influenced by the ‘numbers game’?
According to the content, what aspect of university league tables is most likely to be influenced by the ‘numbers game’?
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Which of the following is a legitimate concern expressed by the content regarding university league tables?
Which of the following is a legitimate concern expressed by the content regarding university league tables?
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Which of the following measures would be most difficult to quantify objectively for the purpose of a university ranking?
Which of the following measures would be most difficult to quantify objectively for the purpose of a university ranking?
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Based on the content provided, what is a potential benefit of having a university league table?
Based on the content provided, what is a potential benefit of having a university league table?
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Which of these factors is likely to be the least suitable for measuring a university's overall quality and impact?
Which of these factors is likely to be the least suitable for measuring a university's overall quality and impact?
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What is a potential limitation of using 'number of modules' as a measure of a university's quality?
What is a potential limitation of using 'number of modules' as a measure of a university's quality?
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What is a potential bias that could influence student satisfaction surveys?
What is a potential bias that could influence student satisfaction surveys?
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Which of the following is NOT a sub-indicator used for measuring the quality of education, as mentioned in the text?
Which of the following is NOT a sub-indicator used for measuring the quality of education, as mentioned in the text?
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What is a potential consequence of universities focusing primarily on factors that are measured in league tables?
What is a potential consequence of universities focusing primarily on factors that are measured in league tables?
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Which of the following is a characteristic of a risk-based approach to industry regulation?
Which of the following is a characteristic of a risk-based approach to industry regulation?
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Which of the following is a potential consequence of viewing students as consumers within the education market?
Which of the following is a potential consequence of viewing students as consumers within the education market?
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Which of the following sub-indicators is considered more objective?
Which of the following sub-indicators is considered more objective?
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Which of the following statements best describes the approach to measuring education quality using sub-indicators?
Which of the following statements best describes the approach to measuring education quality using sub-indicators?
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What is the main argument presented regarding the "commodification of education"?
What is the main argument presented regarding the "commodification of education"?
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According to the content, what is the first step involved in comparing legal systems to attract inward investment?
According to the content, what is the first step involved in comparing legal systems to attract inward investment?
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Which of the following is NOT a direct assumption made in the content about attracting inward investment?
Which of the following is NOT a direct assumption made in the content about attracting inward investment?
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What is the purpose of scoring and ranking variables in legal systems, according to the content?
What is the purpose of scoring and ranking variables in legal systems, according to the content?
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The content emphasizes that correlation is not the same as causation. What does this imply about the relationship between legal systems and economic growth?
The content emphasizes that correlation is not the same as causation. What does this imply about the relationship between legal systems and economic growth?
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What is the potential problem with assuming that 'improving' a legal system means 'Westernizing' it?
What is the potential problem with assuming that 'improving' a legal system means 'Westernizing' it?
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What is the most likely reason the author includes the question "Does inward investment boost economic growth?"?
What is the most likely reason the author includes the question "Does inward investment boost economic growth?"?
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According to the content, what is the main difficulty in using a score-based ranking system to compare legal systems?
According to the content, what is the main difficulty in using a score-based ranking system to compare legal systems?
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The content suggests that improving a legal system involves more than just making it align with Western standards. What other factors might be important to attract investment? (Select all that apply)
The content suggests that improving a legal system involves more than just making it align with Western standards. What other factors might be important to attract investment? (Select all that apply)
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Which of the following exemplifies the concept of 'data as a neoliberal technology of governance'?
Which of the following exemplifies the concept of 'data as a neoliberal technology of governance'?
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What is a potential consequence of using indicators to measure performance?
What is a potential consequence of using indicators to measure performance?
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The passage mentions 'docile bodies' in relation to data. What does this concept suggest?
The passage mentions 'docile bodies' in relation to data. What does this concept suggest?
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How does the passage characterize the role of data in shaping our understanding of the world?
How does the passage characterize the role of data in shaping our understanding of the world?
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According to the passage, how can data be used as a tool of regulation?
According to the passage, how can data be used as a tool of regulation?
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What is the key argument of the text regarding the relationship between data and governmentality?
What is the key argument of the text regarding the relationship between data and governmentality?
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What is the significance of the shift from government to governance mentioned in the text?
What is the significance of the shift from government to governance mentioned in the text?
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Which of the following is NOT a characteristic of data as described in the text?
Which of the following is NOT a characteristic of data as described in the text?
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Study Notes
Public Law 2 - Lecture 3: Data, Indicators and Rankings
- Lecture overview: Data, indicators, and rankings in public law, specifically relating these methodologies to governance.
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Lecture 3 topics:
- How data functions as a tool within neoliberal governance.
- Definitions and characteristics of indicators.
- Examination of examples, including World Bank's Business Enabling Environment and university league tables.
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Quick recap (Lectures 1 & 2):
- Sovereignty beyond the state (e.g., regulatory state, global governance networks).
- Erosion and transformation of sovereignty.
- Neoliberalism and globalization.
- Conceptual understanding of these changes (Foucault's governmentality lens).
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Lecture 3 content:
- Rise in quantification and commodification.
- Data as constructs (epistemic categories) shaping understandings of the world (i.e. how our knowledge of the world is affected.)
- Lecture 4: Focuses on governance through data and surveillance.
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Specific indicators discussion within lecture 3:
- Establishing how data operates in neoliberal governance.
- Explaining/detailing the process of quantification, mathematization, and comparison through data.
- Defining and outlining the characteristics of indicators.
- Analyzing how indicators function using the World Bank's Business Enabling Environment and university league tables as examples.
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Key take aways:
- Quantification in data is reductive (losing nuance).
- "What gets counted gets done" (indicators drive value and resource allocation).
- Rankings and indicators are subject to manipulation ("gamed").
- Rankings and indicators influence prioritization and change the priorities of those being measured (the importance of incentives).
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Data as a neoliberal technology of governance:
- Data's function in persuasion/education/informative purposes.
- Data's impact on quantifying and comparing social phenomena.
- Transformation, by data, of social processes and objects to commodities. Social phenomena as quantified "facts."
- Influence, via data, on epistemic categories and understandings of the world. Impact on ways we perceive, construct, the world, and what values are. Example of the use of this approach in a specific experiment.
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Defining "data":
- Information collected, processed, and retained by governments, companies, and other sectors.
- Not a new phenomenon; early forms of centralized data collection and analysis existed. Shift towards rule-governed processes with targeted outcomes.
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Data as a tool of regulation:
- Educating, informing, and persuading.
- How does data create soft power? Examples to discuss: Soft power, "docile bodies," self-regulation, processing and analyzing data for policy making, and epistemic categories within which we think about value.
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What are Indicators? (key elements):
- Calculative technique, based on numerical and organizational ranking systems, part of New Managerialism.
- A purposive tool to change and influence Organizational behavior. This is how they shape decision-making.
- Simplification, de-contextualisation, and reduction of complex issues to selected data, to measure or rank.
- Used to establish hierarchies. The comparison, evaluation, and hierarchy aspects of indicators, according to Davis, et al, are purposefully done.
- Placeholders for and/or markers for policy ideas.
- Named collections of data that purport to represent past or future performance of units.
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Key characteristics of indicators:
- Significance of the indicator and associated claims of power to define and represent things, such as "rule of law".
- Standardized ordinal structure for comparison and ranking, with pressure for "improvement."
- Simplifying complex phenomena, and potential for use in evaluation.
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Indicators as calculative techniques:
- Offering quantitative accountability through outputs, tables, targets, and rankings.
- Enabling auditing and accountability in almost all areas of life (transparency, legitimacy, reliability, authority, and unassailability).
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Characteristics of indicators (cont.):
- Simplifying and de-contextualizing data (supplanting local cultures with rational methods).
- Evaluative (quantifying and comparing based on conceptual and normative tools).
- Establishing hierarchies based on relational position within units/etc. The relational positions that indicators create.
- Apparent objectivity and scientific nature, yet with hidden value judgements (decisions about what gets counted, when, how, by whom, how data is presented and analysed (which affects what results, and in what ways.)/
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Data as incomplete and partial:
- Data collection may produce incomplete/partial measures of certain things (example of the violence against women reports).
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Case study 1: Quantifying and comparing legal systems:
- The reason behind counting legal systems (ideal investment climate belief, market-based technologies).
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Case study 2: University league tables:
- Quantifying, comparing, and ranking higher education. Use of indicators to shape/influence Organizational behavior.
- The potential influence and effects of these types of rankings on institutions (incentives, ranked entities, "numbers game", pressure) and actors.
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Thought experiment: creating a university ranking:
- What variables to consider and measure?
- How would these variables be measured?
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Measuring the quality of education (OfS):
- Assessing quality through independent external experts and including, data from academics and students
- Importance of breaking down quality into multiple sub-indicators
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University league tables as rankings:
- Recording objective/subjective data. Potential for bias (natural biases).
- Impacts of what isn't measured.
- Effects/influence of rankings on different actors/entities involved (students, universities, and regulators). Also focusing on "gaming the system."
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What's next:
- Upcoming lectures on regulation by data and surveillance. Seminar 2 on technologies of governance, and university league tables.
- Assessment 1 deadline.
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Description
This quiz tests your understanding of key concepts from the lecture on data-driven governance. It covers topics such as quantification, indicators, and the implications of empirical data. Challenge yourself to identify the main arguments and examples discussed in the lecture!