Artificial Intelligence & Human Values - Lesson 7
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Questions and Answers

What metaphor is often used to describe data in contemporary discussions?

  • Data as a resource
  • Data as new oil (correct)
  • Data as currency
  • Data as knowledge

What does the term 'dataist state' refer to in the context of AI and governance?

  • A state that utilizes data for statecraft (correct)
  • A state that rejects technology
  • A state that operates on philosophical data principles
  • A state focused solely on population control

How did the role of statistics evolve in relation to nation states?

  • Statistics served only academic purposes
  • Statistics became less important in governance
  • Statistics was developed to support population control
  • Statistics originated to enhance statecraft and governance (correct)

What is an essential reason why states began collecting population data?

<p>To understand citizens for governance purposes (B)</p> Signup and view all the answers

What aspect of governance has been influenced by the collection of administrative data?

<p>The formulation of modern statistics (B)</p> Signup and view all the answers

What aspect of data is the political economy of data concerned with?

<p>The relationship between data and governance (A)</p> Signup and view all the answers

What relationship is explored between modern states and statistics?

<p>States and statistics co-produced each other's development (C)</p> Signup and view all the answers

What happens to the relationship between numbers, facts, and ideals of good government?

<p>It is destabilized (A)</p> Signup and view all the answers

What is one of the two ideals of democracy referenced in US history?

<p>Politics as an exercise of virtue (D)</p> Signup and view all the answers

What is necessary for the effective functioning of a dataist state?

<p>Expertise in numerical analysis (D)</p> Signup and view all the answers

What was the first year the US Census was conducted?

<p>1787 (D)</p> Signup and view all the answers

Which period is associated with the rise of neoliberal state governance?

<p>1980-2010s (A)</p> Signup and view all the answers

What was a significant aspect of the 1810 US Census?

<p>Questions on manufacturers (C)</p> Signup and view all the answers

Which technique is NOT typically associated with population analysis in the context of statecraft?

<p>Social media monitoring (C)</p> Signup and view all the answers

How are numbers linked to government authority?

<p>By relating to the evaluation of government (A)</p> Signup and view all the answers

What was the primary administrative aim of modern states since the 17th century?

<p>To enhance the wealth of the territory and its population (B)</p> Signup and view all the answers

What does the term 'administrative grid' refer to in the context of statistical governance?

<p>A framework for simplifying population data analysis (A)</p> Signup and view all the answers

What is the emphasis of 'Statistik' in German-speaking central Europe during the 17th and 18th centuries?

<p>Management of territory and natural resources (A)</p> Signup and view all the answers

What does Nikolas Rose suggest about counting problems?

<p>It allows for definition and governance (C)</p> Signup and view all the answers

What is a characteristic of the neoliberal era of governance from the 1980s to the 2010s?

<p>Focus on personal and social actors for data (B)</p> Signup and view all the answers

What was the nature of Political Arithmetick as developed by William Petty and John Graunt?

<p>Quantitative and atomistic approach to data (C)</p> Signup and view all the answers

Why is numeracy considered important in a democratic society?

<p>It supports informed voting decisions. (D)</p> Signup and view all the answers

Which key figure is associated with the emergence of modern statistics linking it to eugenics?

<p>Francis Galton (A)</p> Signup and view all the answers

What is a key characteristic of the relationship between numbers and politics throughout history?

<p>The alignment of numbers with politics is influenced by various factors. (A)</p> Signup and view all the answers

What does the phrase 'political disputes will be waged in the language of number' suggest?

<p>Quantitative metrics will dominate political discussions (B)</p> Signup and view all the answers

What effect does a 'dataist state' have on the existing relations among facts and ideals of good government?

<p>It destabilizes these relations. (B)</p> Signup and view all the answers

What does James Scott suggest about the 'tunnel vision' in the context of state knowledge and control?

<p>It simplifies complex realities for better governance (C)</p> Signup and view all the answers

What principle does public numeracy relate to according to the lesson?

<p>It functions as a pedagogy of reasoning (B)</p> Signup and view all the answers

What was a common purpose for which numerical data was collected in 17th and 18th century England?

<p>To repurpose for use by the government (D)</p> Signup and view all the answers

Which concept emphasizes the need for citizens to understand numerical data in a democracy?

<p>Public habit of numbers (B)</p> Signup and view all the answers

What aspect of population was emphasized in the governance strategies of modern states?

<p>Growing population and improving health (B)</p> Signup and view all the answers

How did the approach of Political Arithmetick differ from Statistika?

<p>It emphasized individual data points over holistic management (B)</p> Signup and view all the answers

Flashcards

State Technologies of Vision

The practice of governments using focused and limited knowledge to control aspects of a complex reality.

Biopower

Government practices that focus on managing population health and growth.

What was the administrative aim of modern states in the 17th century?

To govern a territory and its population by increasing wealth, raising revenues, building armies, and managing population growth and health.

Statistik

The science of the state, focusing on the management of resources, trade, and territory to increase state power.

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Political Arithmetick

The use of quantitative data, like numerical records, to study population and resources, primarily in England.

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Quantitative Data

Numerical information collected through observation and measurement.

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How was quantitative data initially used in the 17th and 18th centuries?

Local data was first collected and later repurposed for government purposes.

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What is the advantage of a narrow focus in state technologies of vision?

It simplifies complex realities by focusing on specific aspects, providing a clearer understanding of limited areas.

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Two Ideals of Democracy

In US history, there were two main ideas about democracy. One focused on a unified public good pursued through virtuous politics. The other saw society as a collection of diverse interests needing governance with information about population composition.

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US Census: Mandated by Constitution

The US Constitution requires a national census, first conducted in 1787. It's used for determining political representation, as seen in the '3/5ths Compromise' for enslaved people.

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Public Numeracy: Republican Ideal

The ability of the public to understand and use numbers was considered crucial for a republican government, not because everyone had to be a mathematician, but because it promoted logical thinking and decision-making.

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Counting Problems: Political Significance

Identifying and quantifying problems through counting them helps define them for government intervention. The US Census has evolved to include questions about social issues over time, reflecting changing political priorities.

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Link Between Numbers and Political Authority

Numbers have been used to legitimize and evaluate government actions. From the 19th century onwards, political arguments increasingly relied on numerical data.

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Privatization of Numbers in Neoliberalism

During the neoliberal period (1980s to 2010s), there was a shift in governance. Individuals, businesses, and social groups became increasingly responsible for generating their own data for decision-making.

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Neoliberal Era: Distrust of Government Calculations

Neoliberalism was marked by skepticism towards government's ability to accurately calculate and regulate national interests, leading to a focus on individual and private sector solutions.

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Delegation of Number-Making to Individuals and Groups

In the neoliberal era, social actors like businesses and individuals took on the responsibility of generating numbers, interpreting data, and making decisions based on those calculations.

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Dataist State

A state characterized by significant reliance on data and digital technologies for governance, impacting the relationship between numbers, facts, and ideals of good governance.

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Statistics and the State

The emergence of statistics and "population thinking" grew from the state's need to govern its territory and increase its power. States collected data to understand their populations and create an "administrative grid" for governing.

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Administrative Grid

A framework created by states using collected statistical data to organize and manage their populations. Simplifying complex realities to make governance easier.

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Importance of Numeracy in Democracy

Democracy relies on citizens understanding and using numbers, while experts provide data-driven insights to politicians and entrepreneurs, creating a public culture of numbers.

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Evolution of State-Number Relations

The relationship between numbers, facts, and good governance evolves over time. From the high-modernist state (1950-1970) to the neoliberal state (1980-2010s) and the emerging dataist state (2010s-present).

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Numbers are Composed, Not Intrinsic

The relationship between numbers and politics is not inherent but created through cultural and historical processes. It's about the 'what', 'where', and 'how' these elements align.

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Statistics and the Social

Statistics, the state, populations, and the "social" are interconnected and co-created. Statistics provided insights into social dynamics, shaping our understanding of society.

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Populating Thinking

A way of thinking that prioritizes data and statistics to understand and manage human populations, often used by governments.

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Data as 'new oil'

A metaphor describing the perceived value and importance of big data in the modern world, emphasizing its potential for economic and social impact.

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Dataism

A worldview that views data as the fundamental building block of reality and sees the world through a lens of data collection and analysis.

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Political economy of data

The study of how data is produced, distributed, and valued in society, including its economic and political implications.

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Statistics: science of the state

The field of statistics emerged from the need of states to collect and analyze information about their populations and resources.

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Population as an object of governance

Populations become a target of state power and control through the collection and analysis of data on their characteristics and behaviors.

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Co-production of state, populations, and statistics

Modern states, populations, and statistics have evolved together, shaping each other through data collection and analysis.

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What is the historical significance of state data collection?

State data collection, particularly on population and resources, was crucial for building modern states and managing their affairs.

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Study Notes

Artificial Intelligence & Human Values - Lesson 7: Numbers, Facts and Good Government - Part I

  • The lecture covers the history and development of statistics and its relationship with the modern state.
  • The origins of statistics are linked to the rise of the modern nation-state.
  • The modern state utilizes statistics for various administrative tasks including governance, resource management, and taxation.
  • "Population" emerged as a concept through state-led administrative data collection and analysis.
  • Modern statistical methods were enabled by the increased administrative data collection.
  • The lecture introduces the concept of a "dataist state," where relationships between numbers, facts, and ideals of good governance are destabilized due to AI and data.
  • The concept of "statistical thinking" was crucial to growing state power.
  • Early examples of gathering data for political purposes are explored, including 17th/18th century England/Great Britain.
  • These areas collected and used numerical data from various sources for political analysis and decision-making.

Artificial Intelligence & Human Values - Lesson 7: Part II

  • The US Constitution's mandate for a census is highlighted as an example of how numbers are used to shape political representation.
  • Specific census data, such as population data and industrial data, can be linked to political issues and the state's authority.
  • The problematization of different types of data collection is examined, showing its political implications.
  • Understanding how numbers are politically used and problematized.
  • The impact of the privatization of number collection on relations between numbers and politics in the neoliberal era is examined.
  • The lecture looks into the relationship amongst various factors, including numbers, politics, and ideals of good government.
  • The evolution of this relationship is further analyzed throughout history (with particular attention paid to various periods: high-modernism, neoliberalism, and dataism).

Key Takeaways

  • Statistics, states, and populations have co-developed over centuries.
  • "Population thinking" stems from the State's interest in governance.
  • The use of data to control populations enables a simpler, more manageable system for administration.
  • The relation of numbers and politics is complex and historically dependent.
  • Understanding how numbers are used is crucial for democratic practices.
  • The idea of "public numeracy" is highlighted as an important concept in democracies.

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Description

This lesson delves into the history and evolution of statistics and its critical role in modern governance. It explores how the rise of the modern state coincided with developments in data collection, highlighting the connection between population statistics and state power. Additionally, it examines the impact of AI on governance and the concept of a 'dataist state.'

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