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Boston University 
Undergraduate 
Economics Association 
4th MAG Meeting
Quantitative analysis 
 Overview of main concepts: 
 Some Theory: 
 Statistical Software: 
 R 
 JMP 
 STATA 
 SAS
Overview of main concepts 
 What is statistics? 
 Statistics can be though of as a branch of mathematics, 
though is better defined as a separate discipline. Statistics 
is the since of extracting useful information from data. 
 Statistical Modeling 
 Statistical modeling is the application of statistical 
principals to problems that use data to find solutions. For 
example I believe that there is a way to understand the 
overall effectiveness of a new drug by testing it and 
collecting data. (Nondeterministic) 
 Econometrics 
 Similarly I can ask questions regarding economic 
phenomena or economic policies, and believe that data 
can help me understand the economy, or the implications 
of a new policy. (Predictions, Confirmations)
Some Theory 
 Parametric Statistical Modeling 
 Sometimes it is reasonable to assume that the exists 
some parameter which is constant and can be estimated 
using some data. For example we may believe there 
there is a specific rate at which wages increase with 
experience, with reasonable variations across the 
population. 
 A very useful and versatile type of a statistical models is 
called Linear Models. 
 This basically means that you believe the relationship 
between your variables is linear. Y=mX+b+e
Some Theory 
 Because you believe there exist some parameter, but you 
don’t know it, you need to estimate it using data. (This 
is the reason why it is important that your data is valid 
and representative of the population) 
 Types of estimation 
 Point estimation vs. interval estimation. 
 Principals of estimation 
 Maximum Likelihood principal 
 Regression analysis (minimization) 
 Estimation methods 
 OLS
Statistical Software 
 We have computers to calculate what we need. 
 Statistical software are programs that have a lot of 
functionality required to do statistical modeling, and 
statistical analysis. 
 Regression analysis is probably the most whitely used 
functionality, so it can be found in every program. 
 R, JMP, STATA, SAS, Excel…. 
 Simplicity, Accessibility, Convenience. 
 If you haven’t used anything, begin with JMP or R.
Statistical Software 
 Interface 
 GUI 
 Command Based 
 Programming 
 Objects and Data types 
 Importing Data 
 Editing Data 
 Exporting Data 
 Analysis 
 Reading the output 
 Graphics
Boston University 
Undergraduate Economics Association 
General info page 
You can use 
Font: Century , Size: 14-16 
Color: Black or Dark Red

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MAG Meeting - October 26, 2014

  • 1. Boston University Undergraduate Economics Association 4th MAG Meeting
  • 2. Quantitative analysis Overview of main concepts: Some Theory: Statistical Software: R JMP STATA SAS
  • 3. Overview of main concepts What is statistics? Statistics can be though of as a branch of mathematics, though is better defined as a separate discipline. Statistics is the since of extracting useful information from data. Statistical Modeling Statistical modeling is the application of statistical principals to problems that use data to find solutions. For example I believe that there is a way to understand the overall effectiveness of a new drug by testing it and collecting data. (Nondeterministic) Econometrics Similarly I can ask questions regarding economic phenomena or economic policies, and believe that data can help me understand the economy, or the implications of a new policy. (Predictions, Confirmations)
  • 4. Some Theory Parametric Statistical Modeling Sometimes it is reasonable to assume that the exists some parameter which is constant and can be estimated using some data. For example we may believe there there is a specific rate at which wages increase with experience, with reasonable variations across the population. A very useful and versatile type of a statistical models is called Linear Models. This basically means that you believe the relationship between your variables is linear. Y=mX+b+e
  • 5. Some Theory Because you believe there exist some parameter, but you don’t know it, you need to estimate it using data. (This is the reason why it is important that your data is valid and representative of the population) Types of estimation Point estimation vs. interval estimation. Principals of estimation Maximum Likelihood principal Regression analysis (minimization) Estimation methods OLS
  • 6. Statistical Software We have computers to calculate what we need. Statistical software are programs that have a lot of functionality required to do statistical modeling, and statistical analysis. Regression analysis is probably the most whitely used functionality, so it can be found in every program. R, JMP, STATA, SAS, Excel…. Simplicity, Accessibility, Convenience. If you haven’t used anything, begin with JMP or R.
  • 7. Statistical Software Interface GUI Command Based Programming Objects and Data types Importing Data Editing Data Exporting Data Analysis Reading the output Graphics
  • 8. Boston University Undergraduate Economics Association General info page You can use Font: Century , Size: 14-16 Color: Black or Dark Red