Lecture 3:
research process:
- Research questions, motivations and contribution
- Hypotheses
- Data
- Analysis
- Results
- Check whether the results confirm hypothesis
Correlation:
- Correlation coefficient r
- Bounded measure
Regression analysis:
- simple bivariate regression: one single variable
- x1: explanatory variable; independent variable; regressor; predictor variable …
- y: dependent variable and outcome variable
- B0: intercept/constant
- B1: slope; regression coefficient for the variable x1 (size or magnitude of the effect x1 on y)
- E: error term
- We want to estimate B0, B1 ( you have estimated veriables
How to estimate:
- OLS: technique to best represent the linear relationship between x and y (minimize the sum of standard deviations form the line) (minimize the sum of the squared residuals)
- How to draw a straight line: Find the one that best fits the data (goes through, or as close to, as many of the data points as possible)
- Minimize sum of the estimated errors
- Multiple regression: two or more independent variables: we analyze the relation relationship between a single dependent variable and several independent variables
- The coefficient of each independent variable indicates change in dependent variable when the independent variable changes but all other independent variables remain constant (ceteris parisbus)
Dummy variables independent variables:
How many dummies to include:
With intercept include m-1 dummies the omitted one is the base/reference, However if you have only two categories one dummy is sufficient to represent both. Otherwise, one is perfectly predicted by the other (exact linear relationship) and the regression coefficients cannot be estimated.
Regression coefficients:
What to look for when interpreting:
- Sign
- Significance
- Size, magnitude
- Then interpret
- The regression coefficients b1 coefficient measures the amount of change in y due to change x1 while the other regressors are held constant (ceteris paribus)
- It represents the change in the DV for a one-unit increase in the IV while the other regressors are held constant.
Article:
What is about:
- LMEs vs CMEs
- Flexible vs rigid labour markets.
- What does this mean for management bureaucracies: starting point
Hypothesis:
- High shares of flexible workers à high shares of managers
- Labour market flexibility à lack of trust, loyalty, commitment à management and control required
- Labour market flexibility à Lack of learning and knowledge accumulation à bad for innovation and labour productivity growth
Why are we doing this:
- Insignificant or conflicting results in literature
- Sparse empirical work on topic
- Important to test the theory at the firm level
- The Netherlands represent an interesting case to do so: CME but with LME features
What are we looking at:
- Data source: SCP organization-level survey data. For the Netherlands à Data collection: telephone interviews plus a postal survey.
- Information on:
- Organizations
- From various sectors
- Percentage of employees with managerial positions in an organization
- Shares of flexible workers
- Industry
- Firm size
- Survey of 2009-10 is used
Theory à variables à data à model
- The substantial variation in shares of flexible workers (IV à combination of % of temporary workers and % of manpower agency workers plus freelancers) allows analysing the impact of the latter on management rations (DV), controlling for a number of influential factors ( Fim size, growth, age, dummies for: restructuring operation; competitive market; sensitive to business fluctuations; industry dummies. How am I Supposed to know? à look at literature
A note on the regression equation:
- The hypothesis lead to the regression equation
- Sometimes the regression equation is explicitly presented in the paper
- Here, the regression equation is not presented, but you should be able to infer it from the text and/or regression table
- Choose key IV and then look at regression coefficient. Also look at significant level
Assessing your model:
- Goodness fit
- Coefficient of determination (R-squared):
- Proportion of the variation in y that is explained by the linear combination of the x variables
- Between 0 (no prediction) and 1 (perfect prediction)
- In a bivariate linear regression, it equals the squared correlation coefficient
- If r2 between 0.21 and .30, 30% of the variation in y is explained by the x’s
- R2 increases as we keep adding variables
- Adjusted coefficient of determination: Adjusted r2:
- Modified measure of R2 that takes into account the number of independent variables and sample size
- Some punishment for the inclusion of additional explanatory variables
- When comparing between models, search for highest r2
- F test: A test for the overall significance of the model, tests whether all parameters are jointly zero b1=b2à compare to critical values of F-distribution or look at corresponding p-value or significance
Estimates and significance:
- Does my main IV have a significant impact on the DV
- How can I determine this: Statistical significantce (Compare to 0 and t-test)
- Note: statistical vs economic significane
- First formulate Null and alternative hypothesis H0 bj=0 h1: bj is not 0
- Choose the significance level
- Option 1:
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)
- So if p-value<0.01, the estimate is significantly different from 0
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