Канал: Andrew Heiss

Animation of dplyr's group_by(), summarize(), and ungroup() (version 2.0)

Animation of dplyr's group_by(), summarize(), and ungroup() (version 2.0)

Animation of dplyr's group_by() and summarize() (version 2.0, cat2)

Animation of dplyr's group_by() and summarize() (version 2.0, cat2)

Animation of dplyr's group_by() and summarize() (version 2.0, cat1)

Animation of dplyr's group_by() and summarize() (version 2.0, cat1)

Animation of dplyr's group_by() and summarize()

Animation of dplyr's group_by() and summarize()

Ding Dong Merrily on High - Charles Callahan, organ arrangement

Ding Dong Merrily on High - Charles Callahan, organ arrangement

The next hit pop song, by ChatGPT

The next hit pop song, by ChatGPT

PMAP 8521 • (14) Ethics, stories, and curiosity: (4) Curiosity

PMAP 8521 • (14) Ethics, stories, and curiosity: (4) Curiosity

PMAP 8521 • (14) Ethics, stories, and curiosity: (3d) Ethics of storytelling

PMAP 8521 • (14) Ethics, stories, and curiosity: (3d) Ethics of storytelling

PMAP 8521 • (14) Ethics, stories, and curiosity: (3c) Ethics of storytelling

PMAP 8521 • (14) Ethics, stories, and curiosity: (3c) Ethics of storytelling

PMAP 8521 • (14) Ethics, stories, and curiosity: (3b) Ethics of storytelling

PMAP 8521 • (14) Ethics, stories, and curiosity: (3b) Ethics of storytelling

PMAP 8521 • (14) Ethics, stories, and curiosity: (3a) Ethics of storytelling

PMAP 8521 • (14) Ethics, stories, and curiosity: (3a) Ethics of storytelling

PMAP 8521 • (14) Ethics, stories, and curiosity: (2c) Ethics of data analysis

PMAP 8521 • (14) Ethics, stories, and curiosity: (2c) Ethics of data analysis

PMAP 8521 • (14) Ethics, stories, and curiosity: (2b) Ethics of data analysis

PMAP 8521 • (14) Ethics, stories, and curiosity: (2b) Ethics of data analysis

PMAP 8521 • (14) Ethics, stories, and curiosity: (2a) Ethics of data analysis

PMAP 8521 • (14) Ethics, stories, and curiosity: (2a) Ethics of data analysis

PMAP 8521 • (14) Ethics, stories, and curiosity: (1) What did we just learn?

PMAP 8521 • (14) Ethics, stories, and curiosity: (1) What did we just learn?

PMAP 8521 • (14) Ethics, stories, and curiosity: (0) Introduction

PMAP 8521 • (14) Ethics, stories, and curiosity: (0) Introduction

PMAP 8521 • (13) Choosing and planning ethical evaluations: (3) Ethics and open science

PMAP 8521 • (13) Choosing and planning ethical evaluations: (3) Ethics and open science

PMAP 8521 • (13) Choosing and planning ethical evaluations: (2) Model- and design-based inference

PMAP 8521 • (13) Choosing and planning ethical evaluations: (2) Model- and design-based inference

PMAP 8521 • (13) Choosing and planning ethical evaluations: (1) Types of evaluations

PMAP 8521 • (13) Choosing and planning ethical evaluations: (1) Types of evaluations

PMAP 8521 • (13) Choosing and planning ethical evaluations: (0) Introduction

PMAP 8521 • (13) Choosing and planning ethical evaluations: (0) Introduction

PMAP 8521 • (12) IV II + RDD II: (3) Fuzzy regression discontinuity

PMAP 8521 • (12) IV II + RDD II: (3) Fuzzy regression discontinuity

PMAP 8521 • (12) IV II + RDD II: (2) Randomized promotion

PMAP 8521 • (12) IV II + RDD II: (2) Randomized promotion

PMAP 8521 • (12) IV II + RDD II: (1) Treatment effects and compliance

PMAP 8521 • (12) IV II + RDD II: (1) Treatment effects and compliance

PMAP 8521 • (12) IV II + RDD II: (0) Introduction

PMAP 8521 • (12) IV II + RDD II: (0) Introduction

PMAP 8521 • Example: Instrumental variables with R: 7: Validity + 2SLS (real data)

PMAP 8521 • Example: Instrumental variables with R: 7: Validity + 2SLS (real data)

PMAP 8521 • Example: Instrumental variables with R: 6: 2SLS (real data)

PMAP 8521 • Example: Instrumental variables with R: 6: 2SLS (real data)

PMAP 8521 • Example: Instrumental variables with R: 5: Checking instrument validity (real data)

PMAP 8521 • Example: Instrumental variables with R: 5: Checking instrument validity (real data)

PMAP 8521 • Example: Instrumental variables with R: 4: One-step 2SLS

PMAP 8521 • Example: Instrumental variables with R: 4: One-step 2SLS

PMAP 8521 • Example: Instrumental variables with R: 3: Manual 2SLS

PMAP 8521 • Example: Instrumental variables with R: 3: Manual 2SLS

PMAP 8521 • Example: Instrumental variables with R: 2: Checking instrument validity

PMAP 8521 • Example: Instrumental variables with R: 2: Checking instrument validity

PMAP 8521 • Example: Instrumental variables with R: 1: Getting started

PMAP 8521 • Example: Instrumental variables with R: 1: Getting started

PMAP 8521 • (11) Instrumental variables I: (3) Using instruments

PMAP 8521 • (11) Instrumental variables I: (3) Using instruments

PMAP 8521 • (11) Instrumental variables I: (2) Instruments

PMAP 8521 • (11) Instrumental variables I: (2) Instruments

PMAP 8521 • (11) Instrumental variables I: (1) Endogeneity and exogeneity

PMAP 8521 • (11) Instrumental variables I: (1) Endogeneity and exogeneity

PMAP 8521 • (11) Instrumental variables I: (0) Introduction

PMAP 8521 • (11) Instrumental variables I: (0) Introduction

PMAP 8521 • Example: Regression discontinuity with R: 6: Measuring the gap nonparametrically

PMAP 8521 • Example: Regression discontinuity with R: 6: Measuring the gap nonparametrically

PMAP 8521 • Example: Regression discontinuity with R: 5: Measuring the gap parametrically

PMAP 8521 • Example: Regression discontinuity with R: 5: Measuring the gap parametrically

PMAP 8521 • Example: Regression discontinuity with R: 4: Finding discontinuity in outcome

PMAP 8521 • Example: Regression discontinuity with R: 4: Finding discontinuity in outcome

PMAP 8521 • Example: Regression discontinuity with R: 3: Checking for manipulation

PMAP 8521 • Example: Regression discontinuity with R: 3: Checking for manipulation

PMAP 8521 • Example: Regression discontinuity with R: 2: Sharp or fuzzy?

PMAP 8521 • Example: Regression discontinuity with R: 2: Sharp or fuzzy?

PMAP 8521 • Example: Regression discontinuity with R: 1: Getting started

PMAP 8521 • Example: Regression discontinuity with R: 1: Getting started

PMAP 8521 • (10) Regression discontinuity I: (3) Main RDD concerns

PMAP 8521 • (10) Regression discontinuity I: (3) Main RDD concerns

PMAP 8521 • (10) Regression discontinuity I: (2) Drawing lines and measuring gaps

PMAP 8521 • (10) Regression discontinuity I: (2) Drawing lines and measuring gaps

PMAP 8521 • (10) Regression discontinuity I: (1) Arbitrary cutoffs and causal inference

PMAP 8521 • (10) Regression discontinuity I: (1) Arbitrary cutoffs and causal inference

PMAP 8521 • (10) Regression discontinuity I: (0) Introduction

PMAP 8521 • (10) Regression discontinuity I: (0) Introduction

PMAP 8521 • Example: Diff-in-diff with R: 5: Diff-in-diff with regression

PMAP 8521 • Example: Diff-in-diff with R: 5: Diff-in-diff with regression

PMAP 8521 • Example: Diff-in-diff with R: 4: Diff-in-diff manually

PMAP 8521 • Example: Diff-in-diff with R: 4: Diff-in-diff manually

PMAP 8521 • Example: Diff-in-diff with R: 3: Exploratory data analysis

PMAP 8521 • Example: Diff-in-diff with R: 3: Exploratory data analysis

PMAP 8521 • Example: Diff-in-diff with R: 2: Load and clean data

PMAP 8521 • Example: Diff-in-diff with R: 2: Load and clean data

PMAP 8521 • Example: Diff-in-diff with R: 1: Getting started

PMAP 8521 • Example: Diff-in-diff with R: 1: Getting started

PMAP 8521 • (8/9) Difference-in-differences I & II: (4) Diff-in-diff assumptions

PMAP 8521 • (8/9) Difference-in-differences I & II: (4) Diff-in-diff assumptions

PMAP 8521 • (8/9) Difference-in-differences I & II: (3) Two wrongs make a right

PMAP 8521 • (8/9) Difference-in-differences I & II: (3) Two wrongs make a right

PMAP 8521 • (8/9) Difference-in-differences I & II: (2) Interactions & regression

PMAP 8521 • (8/9) Difference-in-differences I & II: (2) Interactions & regression

PMAP 8521 • (8/9) Difference-in-differences I & II: (1) Quasi-experiments

PMAP 8521 • (8/9) Difference-in-differences I & II: (1) Quasi-experiments

PMAP 8521 • (8/9) Difference-in-differences I & II: (0) Introduction

PMAP 8521 • (8/9) Difference-in-differences I & II: (0) Introduction

PMAP 8521 • Example: Matching and IPW with R: 5: Inverse probability weighting

PMAP 8521 • Example: Matching and IPW with R: 5: Inverse probability weighting

PMAP 8521 • (7) Randomization and matching: (4) Adjustment with matching

PMAP 8521 • (7) Randomization and matching: (4) Adjustment with matching

PMAP 8521 • Example: Matching and IPW with R: 4: Matching

PMAP 8521 • Example: Matching and IPW with R: 4: Matching

PMAP 8521 • Example: Matching and IPW with R: 2: Creating an RStudio project

PMAP 8521 • Example: Matching and IPW with R: 2: Creating an RStudio project

PMAP 8521 • (7) Randomization and matching: (3) The "gold" standard

PMAP 8521 • (7) Randomization and matching: (3) The "gold" standard

PMAP 8521 • Example: Matching and IPW with R: 3: Naive (and wrong!) estimate

PMAP 8521 • Example: Matching and IPW with R: 3: Naive (and wrong!) estimate

PMAP 8521 • Example: Matching and IPW with R: 1: Drawing a DAG

PMAP 8521 • Example: Matching and IPW with R: 1: Drawing a DAG

PMAP 8521 • (7) Randomization and matching: (1) The magic of randomization

PMAP 8521 • (7) Randomization and matching: (1) The magic of randomization

PMAP 8521 • (7) Randomization and matching: (2) How to analyze RCTs

PMAP 8521 • (7) Randomization and matching: (2) How to analyze RCTs

PMAP 8521 • (7) Randomization and matching: (0) Introduction

PMAP 8521 • (7) Randomization and matching: (0) Introduction

PMAP 8521 • (6) Threats to validity: (3) Internal validity

PMAP 8521 • (6) Threats to validity: (3) Internal validity

PMAP 8521 • (6) Threats to validity: (4) External validity

PMAP 8521 • (6) Threats to validity: (4) External validity

PMAP 8521 • (6) Threats to validity: (2) Statistical conclusion validity

PMAP 8521 • (6) Threats to validity: (2) Statistical conclusion validity

PMAP 8521 • (6) Threats to validity: (1) Construct validity

PMAP 8521 • (6) Threats to validity: (1) Construct validity

PMAP 8521 • (6) Threats to validity: (0) Introduction

PMAP 8521 • (6) Threats to validity: (0) Introduction

PMAP 8521 • (5) DAGs and potential outcomes: (2) Potential outcomes

PMAP 8521 • (5) DAGs and potential outcomes: (2) Potential outcomes

PMAP 8521 • (5) DAGs and potential outcomes: (1) do()ing observational causal inference

PMAP 8521 • (5) DAGs and potential outcomes: (1) do()ing observational causal inference

PMAP 8521 • (5) DAGs and potential outcomes: (0) Introduction

PMAP 8521 • (5) DAGs and potential outcomes: (0) Introduction

PMAP 8521 • Example: DAGs with R and ggdag

PMAP 8521 • Example: DAGs with R and ggdag

PMAP 8521 • Example: DAGs with Dagitty

PMAP 8521 • Example: DAGs with Dagitty

PMAP 8521 • (4) Measurement and DAGs: (3) Paths, doors, and adjustment

PMAP 8521 • (4) Measurement and DAGs: (3) Paths, doors, and adjustment

PMAP 8521 • (4) Measurement and DAGs: (2) Causal models

PMAP 8521 • (4) Measurement and DAGs: (2) Causal models

PMAP 8521 • (4) Measurement and DAGs: (1) Abstraction, stretching, and validity

PMAP 8521 • (4) Measurement and DAGs: (1) Abstraction, stretching, and validity

PMAP 8521 • (4) Measurement and DAGs: (0) Introduction

PMAP 8521 • (4) Measurement and DAGs: (0) Introduction

PMAP 8521 • (3) Theories of change: (2) Program theories

PMAP 8521 • (3) Theories of change: (2) Program theories

PMAP 8521 • (3) Theories of change: (1) Reproducibility

PMAP 8521 • (3) Theories of change: (1) Reproducibility

PMAP 8521 • (3) Theories of change: (3) Logic models & results chains

PMAP 8521 • (3) Theories of change: (3) Logic models & results chains

PMAP 8521 • (3) Theories of change: (0) Introduction

PMAP 8521 • (3) Theories of change: (0) Introduction

PMAP 8521 • Example: Regression with R

PMAP 8521 • Example: Regression with R

PMAP 8521 • (2) Regression and inference: (2) Lines, Greek, and regression

PMAP 8521 • (2) Regression and inference: (2) Lines, Greek, and regression

PMAP 8521 • (2) Regression and inference: (3) Null worlds and statistical significance

PMAP 8521 • (2) Regression and inference: (3) Null worlds and statistical significance

PMAP 8521 • (2) Regression and inference: (1) Drawing lines

PMAP 8521 • (2) Regression and inference: (1) Drawing lines

PMAP 8521 • (2) Regression and inference: (0) Introduction

PMAP 8521 • (2) Regression and inference: (0) Introduction

PMAP 8521 • (1) Evaluation and the causal revolution: (3) Class details

PMAP 8521 • (1) Evaluation and the causal revolution: (3) Class details

PMAP 8521 • (1) Evaluation and the causal revolution: (2.2) Evidence, evaluation, and causation

PMAP 8521 • (1) Evaluation and the causal revolution: (2.2) Evidence, evaluation, and causation

PMAP 8521 • (1) Evaluation and the causal revolution: (2.1) Evidence, evaluation, and causation

PMAP 8521 • (1) Evaluation and the causal revolution: (2.1) Evidence, evaluation, and causation

PMAP 8521 • (1) Evaluation and the causal revolution: (1) Data science and public service

PMAP 8521 • (1) Evaluation and the causal revolution: (1) Data science and public service

PMAP 8521 • (1) Evaluation and the causal revolution: (0) Introduction

PMAP 8521 • (1) Evaluation and the causal revolution: (0) Introduction

PMAP 8141 • (15) Markets, public policy, & public administration: (1) What the heck did we learn?!

PMAP 8141 • (15) Markets, public policy, & public administration: (1) What the heck did we learn?!

PMAP 8141 • (15) Markets, public policy, and public administration: (0) Introduction

PMAP 8141 • (15) Markets, public policy, and public administration: (0) Introduction

PMAP 8141 • (15) Markets, public policy, and public administration: (3) What do we do now?

PMAP 8141 • (15) Markets, public policy, and public administration: (3) What do we do now?

PMAP 8141 • (15) Markets, public policy, and public administration: (2) Why does this all matter?

PMAP 8141 • (15) Markets, public policy, and public administration: (2) Why does this all matter?

PMAP 8141 • (14) Institutional alternatives: (4) Informal solutions to CPR problems

PMAP 8141 • (14) Institutional alternatives: (4) Informal solutions to CPR problems

PMAP 8141 • (14) Institutional alternatives: (3) Government solutions to CPR problems

PMAP 8141 • (14) Institutional alternatives: (3) Government solutions to CPR problems

PMAP 8141 • (14) Institutional alternatives: (2) Private solutions to CPR problems

PMAP 8141 • (14) Institutional alternatives: (2) Private solutions to CPR problems

PMAP 8141 • (14) Institutional alternatives: (1) Tragedies and CPRs

PMAP 8141 • (14) Institutional alternatives: (1) Tragedies and CPRs

PMAP 8141 • (14) Institutional alternatives: (0) Introduction

PMAP 8141 • (14) Institutional alternatives: (0) Introduction

PMAP 8141 • (13) When governments go wrong: (2) The institutional legacies of white supremacy

PMAP 8141 • (13) When governments go wrong: (2) The institutional legacies of white supremacy

PMAP 8141 • (13) When governments go wrong: (1) Economics, identity, and whiteness

PMAP 8141 • (13) When governments go wrong: (1) Economics, identity, and whiteness

PMAP 8141 • (13) When governments go wrong: (0) Introduction

PMAP 8141 • (13) When governments go wrong: (0) Introduction

PMAP 8141 • (12) Market failures: (4) Addressing external effects

PMAP 8141 • (12) Market failures: (4) Addressing external effects

PMAP 8141 • (11) Institutions, power, and inequality: (1) Institutions

PMAP 8141 • (11) Institutions, power, and inequality: (1) Institutions

PMAP 8141 • (12) Market failures: (3) External effects

PMAP 8141 • (12) Market failures: (3) External effects

PMAP 8141 • (12) Market failures: (2) Public goods

PMAP 8141 • (12) Market failures: (2) Public goods

PMAP 8141 • (12) Market failures: (1) Institutions, markets, and prices

PMAP 8141 • (12) Market failures: (1) Institutions, markets, and prices

PMAP 8141 • (12) Market failures: (0) Introduction

PMAP 8141 • (12) Market failures: (0) Introduction

PMAP 8141 • (11) Institutions, power, and inequality: (2) Institutions, paths, and history

PMAP 8141 • (11) Institutions, power, and inequality: (2) Institutions, paths, and history

PMAP 8141 • (11) Institutions, power, and inequality: (0) Introduction

PMAP 8141 • (11) Institutions, power, and inequality: (0) Introduction

PMAP 8141 • (9/10) Firms and markets: (6) Escaping the price taking world

PMAP 8141 • (9/10) Firms and markets: (6) Escaping the price taking world

PMAP 8141 • (9/10) Firms and markets: (5) Changes in supply and demand

PMAP 8141 • (9/10) Firms and markets: (5) Changes in supply and demand

PMAP 8141 • (9/10) Firms and markets: (4) Surplus, taxes, incidence, and DWL

PMAP 8141 • (9/10) Firms and markets: (4) Surplus, taxes, incidence, and DWL

PMAP 8141 • (9/10) Firms and markets: (3) Scale, location, networks, and time

PMAP 8141 • (9/10) Firms and markets: (3) Scale, location, networks, and time

PMAP 8141 • (9/10) Firms and markets: (2) Elasticities of demand

PMAP 8141 • (9/10) Firms and markets: (2) Elasticities of demand

PMAP 8141 • (9/10) Firms and markets: (1b) Supply, willingness to accept, and costs

PMAP 8141 • (9/10) Firms and markets: (1b) Supply, willingness to accept, and costs

PMAP 8141 • (9/10) Firms and markets: (1a) Demand and willingness to pay

PMAP 8141 • (9/10) Firms and markets: (1a) Demand and willingness to pay

PMAP 8141 • (9/10) Firms and markets: (1) Supply and demand

PMAP 8141 • (9/10) Firms and markets: (1) Supply and demand

PMAP 8141 • (9/10) Firms and markets: (0) Introduction

PMAP 8141 • (9/10) Firms and markets: (0) Introduction

PMAP 8141 • Example: Costs + profit maximization with formulas

PMAP 8141 • Example: Costs + profit maximization with formulas

PMAP 8141 • Example: Costs + profit maximization with Excel

PMAP 8141 • Example: Costs + profit maximization with Excel

PMAP 8141 • Example: Elasticity of demand with Excel

PMAP 8141 • Example: Elasticity of demand with Excel

PMAP 8141 • Example: Monopolies

PMAP 8141 • Example: Monopolies

PMAP 8141 • Example: Supply, demand, surplus, and deadweight loss

PMAP 8141 • Example: Supply, demand, surplus, and deadweight loss

PMAP 8141 • Example: Income and substitution effects

PMAP 8141 • Example: Income and substitution effects

PMAP 8141 • (7/8) The firm: (4) Owners, managers, and employees

PMAP 8141 • (7/8) The firm: (4) Owners, managers, and employees

PMAP 8141 • (7/8) The firm: (3) Asymmetric information

PMAP 8141 • (7/8) The firm: (3) Asymmetric information

PMAP 8141 • (7/8) The firm: (2) Firms

PMAP 8141 • (7/8) The firm: (2) Firms

PMAP 8141 • (7/8) The firm: (1) Income and substitution effects

PMAP 8141 • (7/8) The firm: (1) Income and substitution effects

PMAP 8141 • (7/8) The firm: (0) Introduction

PMAP 8141 • (7/8) The firm: (0) Introduction

PMAP 8141 • Example: Maximizing utility

PMAP 8141 • Example: Maximizing utility

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (5) Calculus party!!!

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (5) Calculus party!!!

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (2) Elasticity

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (2) Elasticity

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (4) Utility and indifference

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (4) Utility and indifference

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (6) Maximizing utility

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (6) Maximizing utility

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (3) Preferences, constraints, and tradeoffs

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (3) Preferences, constraints, and tradeoffs

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (1) Incentives

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (1) Incentives

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (0) Introduction

PMAP 8141 • (5/6) Work, wellbeing, and scarcity: (0) Introduction

PMAP 8141 • (4) Fairness and efficiency: (5) Fairness

PMAP 8141 • (4) Fairness and efficiency: (5) Fairness

PMAP 8141 • (4) Fairness and efficiency: (4) Rawlsian fairness

PMAP 8141 • (4) Fairness and efficiency: (4) Rawlsian fairness

PMAP 8141 • (4) Fairness and efficiency: (3) Power and efficiency

PMAP 8141 • (4) Fairness and efficiency: (3) Power and efficiency

PMAP 8141 • (4) Fairness and efficiency: (2) Pulling policy levers

PMAP 8141 • (4) Fairness and efficiency: (2) Pulling policy levers

PMAP 8141 • (4) Fairness and efficiency: (1) Economic models

PMAP 8141 • (4) Fairness and efficiency: (1) Economic models

PMAP 8141 • (4) Fairness and efficiency: (0) Introduction

PMAP 8141 • (4) Fairness and efficiency: (0) Introduction

PMAP 8141 • (3) Social interactions and economic outcomes: (4) Fixing collective action problems

PMAP 8141 • (3) Social interactions and economic outcomes: (4) Fixing collective action problems

PMAP 8141 • (3) Social interactions and economic outcomes: (3) Stags, hares, and prisoners

PMAP 8141 • (3) Social interactions and economic outcomes: (3) Stags, hares, and prisoners

PMAP 8141 • (3) Social interactions and economic outcomes: (2) Game theory

PMAP 8141 • (3) Social interactions and economic outcomes: (2) Game theory

PMAP 8141 • (3) Social interactions and economic outcomes: (1) Individuals and society

PMAP 8141 • (3) Social interactions and economic outcomes: (1) Individuals and society

PMAP 8141 • (3) Social interactions and economic outcomes: (0) Introduction

PMAP 8141 • (3) Social interactions and economic outcomes: (0) Introduction

Miriam Heiss - Liebster Jesu, wir sind hier - Bach

Miriam Heiss - Liebster Jesu, wir sind hier - Bach

Interview with Miriam Heiss

Interview with Miriam Heiss

Miriam Heiss, "Liebster Jesu, wir sind hier" - Bach

Miriam Heiss, "Liebster Jesu, wir sind hier" - Bach

PMAP 8141 • Example: Absolute and comparative advantage

PMAP 8141 • Example: Absolute and comparative advantage

PMAP 8141 • (2) Markets and democracy: (6) Government failure

PMAP 8141 • (2) Markets and democracy: (6) Government failure

PMAP 8141 • (2) Markets and democracy: (5) Small factions and public goods

PMAP 8141 • (2) Markets and democracy: (5) Small factions and public goods

PMAP 8141 • (2) Markets and democracy: (4) Democracy and factions

PMAP 8141 • (2) Markets and democracy: (4) Democracy and factions

PMAP 8141 • (2) Markets and democracy: (3) Governments in the economy

PMAP 8141 • (2) Markets and democracy: (3) Governments in the economy

PMAP 8141 • (2) Markets and democracy: (2) Markets, trading, and prices

PMAP 8141 • (2) Markets and democracy: (2) Markets, trading, and prices

PMAP 8141 • (2) Markets and democracy: (1) Markets and institutions

PMAP 8141 • (2) Markets and democracy: (1) Markets and institutions

PMAP 8141 • (2) Markets and democracy: (0) Introduction

PMAP 8141 • (2) Markets and democracy: (0) Introduction

PMAP 8141 • Example: Calculating percent change and average growth rates

PMAP 8141 • Example: Calculating percent change and average growth rates

PMAP 8141 • Example: Converting nominal values to real values

PMAP 8141 • Example: Converting nominal values to real values

PMAP 8141 • (1) Capitalism and measurement: (7) Measuring stuff correctly

PMAP 8141 • (1) Capitalism and measurement: (7) Measuring stuff correctly

PMAP 8141 • (1) Capitalism and measurement: (6) Downsides of capitalism

PMAP 8141 • (1) Capitalism and measurement: (6) Downsides of capitalism

PMAP 8141 • (1) Capitalism and measurement: (5) Importance of institutions

PMAP 8141 • (1) Capitalism and measurement: (5) Importance of institutions

PMAP 8141 • (1) Capitalism and measurement: (4) Class details

PMAP 8141 • (1) Capitalism and measurement: (4) Class details

PMAP 8141 • (1) Capitalism and measurement: (3) Why do we make you take this class?

PMAP 8141 • (1) Capitalism and measurement: (3) Why do we make you take this class?

PMAP 8141 • (1) Capitalism and measurement: (2) Institutions and coordination

PMAP 8141 • (1) Capitalism and measurement: (2) Institutions and coordination

PMAP 8141 • (1) Capitalism and measurement: (1) Technology, growth, and capitalism

PMAP 8141 • (1) Capitalism and measurement: (1) Technology, growth, and capitalism

PMAP 8141 • (1) Capitalism and measurement: (0) Introduction

PMAP 8141 • (1) Capitalism and measurement: (0) Introduction

PMAP 8921 • (15) Truth, beauty, and data revisited: (2) Curiosity

PMAP 8921 • (15) Truth, beauty, and data revisited: (2) Curiosity

PMAP 8921 • (15) Truth, beauty, and data revisited: (1) Telling stories with data

PMAP 8921 • (15) Truth, beauty, and data revisited: (1) Telling stories with data

PMAP 8921 • (15) Truth, beauty, and data revisited: (0) Introduction

PMAP 8921 • (15) Truth, beauty, and data revisited: (0) Introduction

PMAP 8921 • (13) Text: Example

PMAP 8921 • (13) Text: Example

PMAP 8921 • (14) Enhancing graphics: Example

PMAP 8921 • (14) Enhancing graphics: Example

PMAP 8921 • (13) Text: (2) Crash course in computational linguistics

PMAP 8921 • (13) Text: (2) Crash course in computational linguistics

PMAP 8921 • (13) Text: (1) Qualitative text-based data

PMAP 8921 • (13) Text: (1) Qualitative text-based data

PMAP 8921 • (14) Enhancing graphics

PMAP 8921 • (14) Enhancing graphics

PMAP 8921 • (13) Text: (0) Introduction

PMAP 8921 • (13) Text: (0) Introduction

PMAP 8921 • (12) Space: Example

PMAP 8921 • (12) Space: Example

PMAP 8921 • (11) Time: Example

PMAP 8921 • (11) Time: Example

PMAP 8921 • (12) Space: (3) GIS in R with sf

PMAP 8921 • (12) Space: (3) GIS in R with sf

PMAP 8921 • (12) Space: (2) Putting data on maps

PMAP 8921 • (12) Space: (2) Putting data on maps

PMAP 8921 • (12) Space: (1) Maps and truth

PMAP 8921 • (12) Space: (1) Maps and truth

PMAP 8921 • (12) Space: (0) Introduction

PMAP 8921 • (12) Space: (0) Introduction

PMAP 8921 • (11) Time: (3) Starting, ending, and decomposing time

PMAP 8921 • (11) Time: (3) Starting, ending, and decomposing time

PMAP 8921 • (11) Time: (2) Visualizing time

PMAP 8921 • (11) Time: (2) Visualizing time

PMAP 8921 • (11) Time: (1) Axis issues

PMAP 8921 • (11) Time: (1) Axis issues

PMAP 8921 • (11) Time: (0) Introduction

PMAP 8921 • (11) Time: (0) Introduction

PMAP 8921 • (10) Interactivity: (2) Sharing content

PMAP 8921 • (10) Interactivity: (2) Sharing content

PMAP 8921 • (10) Interactivity: (1) Making interactive graphics

PMAP 8921 • (10) Interactivity: (1) Making interactive graphics

PMAP 8921 • (10) Interactivity: (0) Introduction

PMAP 8921 • (10) Interactivity: (0) Introduction

PMAP 8921 • (9) Annotations: Example

PMAP 8921 • (9) Annotations: Example

PMAP 8921 • (8) Comparisons: Example

PMAP 8921 • (8) Comparisons: Example

PMAP 8921 • (9) Annotations: (3) Seeds

PMAP 8921 • (9) Annotations: (3) Seeds

PMAP 8921 • (9) Annotations: (2) Text in plots

PMAP 8921 • (9) Annotations: (2) Text in plots

PMAP 8921 • (9) Annotations: (1) Fretting the little things

PMAP 8921 • (9) Annotations: (1) Fretting the little things