Ruben I.
Caracas, Venezuela
Data Science (Expert Level)
$25.00/hr
As for my formation, I am a Mathematician with a master's degree in Statistics specializing in Econometrics and Machine Learning. As a Statistician, I am proficient in using R, Python, Stata, Eviews, and SPSS software.
My main areas of expertise are:
- ECONOMETRICS:
Multiple linear regression,
Event studies, Gravity models, and Difference in Difference estimation
Unit root test, ARIMA, and ARFIMA models
Volatility model: Arch, Garch, Egarch, Smooth-transition Garch, and Mgarch
Vector autoregressive (VAR), and Structural VAR models
Cointegration (VECM), Fractionally Cointegrated VAR (FCVAR), and Error correction model
Autoregressive Distributed lags model (ARDL)
Panel data models: Fixed and Random effects, instrumental variables, GMM, SURE, MG, and PMG
Cointegrated panel and Panel VAR
- MACHINE LEARNING:
Decision trees,
Association rules,
SVM,
Neural networks, Deep learning,
Clustering,
Logistic regression.
Principal component analysis (PCA)
Discriminant analysis (DA)
Multiple correspondence analysis (MCA)
- Help with Research papers and Dissertations
I am here to help you
Best regards
Work History
Private job for Ruben - completion of the previous job.
Nov 29, 2021
-
Dec 26, 2021
No feedback given
Private earnings
Econometrics analysis
Apr 9, 2021
-
Apr 29, 2021
No feedback given
Private earnings
Statistical analysis in SPSS
Feb 15, 2022
-
Present
Job in progress
Private earnings
Ruben I. has more jobs. Create an account to review them
Portfolio
Code Development
The client's requirement consisted in the development of a R code that would allow the application of the Phillip - Perron unit root test to a time series with structural change on an unknown date.
The program allows to verify the existence of unit root for cases in which the trend function has (i) intercept and linear trend, (ii) only intercept or (ii) neither intercept nor trend
1 ) The client requested:
i. An initial basic statistical analysis
ii.- Determine the incidence of some
diseases with respect to others.
2) I suggested the application of association rules because this technique could help us to determine to what extent the presence of disease j derives in the presence of disease i. We used the software R (Attachment part of the code)
3) Among the main findings we can mention the strong association between diabetes and atrial fibrillation, hyperlipidemia, and ischemic; where diabetes always acted as an antecedent disease.
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Skills
Project Catalog
Get started working with Ruben quickly with these predefined projects.
Get started working with Ruben quickly with these predefined projects.
You will get the best econometric models designs and machine learning solutions
From $100
5 days delivery
Ruben I.
Caracas, Venezuela
13
Total Jobs
6
Total Hours
View profile
All work
Data Science (Expert Level)
Specializes in$25.00/hr
As for my formation, I am a Mathematician with a master's degree in Statistics specializing in Econometrics and Machine Learning. As a Statistician, I am proficient in using R, Python, Stata, Eviews, and SPSS software.
My main areas of expertise are:
- ECONOMETRICS:
Multiple linear regression,
Event studies, Gravity models, and Difference in Difference estimation
Unit root test, ARIMA, and ARFIMA models
Volatility model: Arch, Garch, Egarch, Smooth-transition Garch, and Mgarch
Vector autoregressive (VAR), and Structural VAR models
Cointegration (VECM), Fractionally Cointegrated VAR (FCVAR), and Error correction model
Autoregressive Distributed lags model (ARDL)
Panel data models: Fixed and Random effects, instrumental variables, GMM, SURE, MG, and PMG
Cointegrated panel and Panel VAR
- MACHINE LEARNING:
Decision trees,
Association rules,
SVM,
Neural networks, Deep learning,
Clustering,
Logistic regression.
Principal component analysis (PCA)
Discriminant analysis (DA)
Multiple correspondence analysis (MCA)
- Help with Research papers and Dissertations
I am here to help you
Best regards
Work History
Private job for Ruben - completion of the previous job.
Nov 29, 2021
-
Dec 26, 2021
No feedback given
Private earnings
Econometrics analysis
Apr 9, 2021
-
Apr 29, 2021
No feedback given
Private earnings
Statistical analysis in SPSS
Feb 15, 2022
-
Present
Job in progress
Private earnings
Ruben I. has more jobs. Create an account to review them
Portfolio
Code Development
The client's requirement consisted in the development of a R code that would allow the application of the Phillip - Perron unit root test to a time series with structural change on an unknown date.
The program allows to verify the existence of unit root for cases in which the trend function has (i) intercept and linear trend, (ii) only intercept or (ii) neither intercept nor trend
1 ) The client requested:
i. An initial basic statistical analysis
ii.- Determine the incidence of some
diseases with respect to others.
2) I suggested the application of association rules because this technique could help us to determine to what extent the presence of disease j derives in the presence of disease i. We used the software R (Attachment part of the code)
3) Among the main findings we can mention the strong association between diabetes and atrial fibrillation, hyperlipidemia, and ischemic; where diabetes always acted as an antecedent disease.
Want to see more? Create Account
Skills
Project Catalog
Get started working with Ruben quickly with these predefined projects.
Get started working with Ruben quickly with these predefined projects.
You will get the best econometric models designs and machine learning solutions
From $100
5 days delivery
Hours per week
As Needed - Open to Offers