Find Jobs
Hire Freelancers

R Studio Data Analysis & Modeling

$10-30 CAD

Terminado
Publicado hace alrededor de 2 meses

$10-30 CAD

Pagado a la entrega
I'm in urgent need of a data analyst proficient in using R Studio for a data analysis and modeling assignment. This task involves creating algorithms using Linear Regression models. I already have my specific dataset for the project which is less than 10,000 records. Ideal Skills for the Job: Data Access and download the study dataset: [login to view URL] This dataset is a survey of 2033 residents of Canada was conducted to determine the key factors associated with political engagement. A variety of variables were measured and recorded including some tests they were asked to complete. Below is the data dictionary for the data set. One group of respondents (“Treat”) were given additional education on political matters while the other (“Control”) were not. Assignment Tasks Your task will be to used multiple linear regression to determine the factors which contribution to Political Awareness (variable: Pol). As always, imagine this analysis will be generating a report that will be presented to a client. Q1: Reduce Dimensionality 1.1. Apply the Missing Value Filter to remove appropriate columns of data. 1.2. Apply the Low Variance Filter to remove appropriate columns of data. 1.3 Apply the High Correlation Filter to remove appropriate columns of data. Q2: Variable transform 2.1 any variables that are required to conduct the regression analysis, e.g. categorical variables to dummies. Q3: Outliers 3.1. Create boxplots of all relevant variables (i.e. numeric, non-binary) to determine outliers. 3.2. Comment on any outliers you see and deal with them appropriately. Q4: Exploratory Analysis 4.1. Correlations: Create both numeric and graphical correlations 4.2. Comment on noteworthy correlations you observe. Are these surprising? Do they make sense? Q5: Simple Linear Regression 5.1. Create a simple linear regression model using Pol as the dependent variable and score as the independent. Create a scatter plot of the two variables and overlay the regression line. 5.2. Create a simple linear regression model using Pol as the dependent variable and scr as the independent. Create a scatter plot of the two variables and overlay the regression line. 5.3. Compare the models. Which model is superior? Why? 6: Model Development 6.1. Multivariate linear regression- create two models using two automatic variable selection techniques discussed in class(Full(baseline), Backward). 6.2. For each model interpret and comment on the five main measures (Your commentary should be yours, not simply copied from example): 1. F-Stat 2. R-Squared value 3. Residuals 4. Significant variables 5. Variable Coefficient 6.3. Model evaluation: For both models evaluate the main assumptions of regression and evaluate model performance 6.4. Based on your preceding analysis, recommend which of the models should be used. 7: Professionalism and Clarity Deadline: with in 4 hours
ID del proyecto: 37964858

Información sobre el proyecto

4 propuestas
Proyecto remoto
Activo hace 2 meses

¿Buscas ganar dinero?

Beneficios de presentar ofertas en Freelancer

Fija tu plazo y presupuesto
Cobra por tu trabajo
Describe tu propuesta
Es gratis registrarse y presentar ofertas en los trabajos
Adjudicado a:
Avatar del usuario
As a professional with extensive experience in data analysis and modeling using R Studio, I can confidently say that I'm well-suited for your project. In my previous role as a data scientist, I've successfully tackled numerous assignments that involved using algorithms such as Linear Regression models to reduce dimensionality, transform variables, deal with outliers, perform exploratory analysis, and develop comprehensive regression models just like what you require. My skills extend beyond just coding proficiency; my psychology background equips me with a unique perspective when it comes to analyzing human behaviors and motivations. This would enable me to approach your project not only from a technical standpoint but also by thoroughly assessing the logical coherence of the findings and their implications in the context of political awareness. In addition to my technical capabilities, I pride myself on my ability to craft compelling narratives. This not only ensures that my writing is engaging for all readers but also strengthens the overall impact of the analysis. My interdisciplinary skillset means you can rely on me to deliver comprehensible, thorough, and professionally-presented results on time. Let's get started and let me show you how powerful your dataset can be in generating crucial insights!
$30 CAD en 1 día
0,0 (0 comentarios)
0,0
0,0
4 freelancers están ofertando un promedio de $21 CAD por este trabajo
Avatar del usuario
R programming Guru Hello, Data analysis is my core field, I love doing all analysis majorly In R studio, I can help out in all projects based on analysis in R, starting from basic concepts like data cleaning, data manipulation, to advanced concepts of creating string codes and loops, I can also perform visualizations in R, and statistical calculations .I can also perform ML concepts and develop different algorithm .Message me and experience the best quality
$20 CAD en 7 días
4,1 (6 comentarios)
3,5
3,5
Avatar del usuario
Hello dear, I'm Naimor Rahman. I'm a Full Stack Digital Marketer. I am writing to express my strong interest in your job. With my extensive expertise in Facebook ads, Google ads, Social media marketing, Facebook Pixel setup, Google Tag Manager implementation, and Google Analytics 4 integration, I am confident that I can make a significant contribution to your team's success. Over the past 5 years, I have honed my skills in digital marketing and analytics, specializing in harnessing the power of Facebook ads, Google ads, Social media marketing, Facebook Pixel, Google Tag Manager, and Google Analytics 4 to help businesses maximize their online marketing efforts. I am excited about the opportunity to bring my skills and experience to Web Analytics Solution and help drive its digital marketing success. I am confident that my expertise will contribute significantly to achieving your marketing objectives and exceeding client expectations. Regards Naimor Rahman
$20 CAD en 7 días
0,0 (0 comentarios)
0,0
0,0
Avatar del usuario
I believe I am the best candidate for this project due to my extensive experience and expertise in data analysis and modeling using R Studio. With a background in [insert relevant background, e.g., statistics, data science], I have successfully completed similar projects, delivering high-quality results. 1. Proficient in R Studio and statistical analysis techniques. 2. Experienced in linear regression modeling, data preprocessing, and outlier detection. 3. Strong analytical and problem-solving skills. 4. Excellent communication skills, ensuring clear and effective presentation of findings. I have worked on several data analysis projects, including [insert relevant project names or descriptions, e.g., analyzing survey data to determine factors affecting customer satisfaction]. My experience in handling datasets, conducting exploratory analysis, and building regression models makes me well-equipped to tackle the challenges of this project and delivered with in 4 hours. I am confident in my ability to deliver high-quality results for this project and am excited about the opportunity to work with you. I am available to discuss the project further and answer any questions you may have
$15 CAD en 1 día
0,0 (0 comentarios)
0,0
0,0

Sobre este cliente

Bandera de INDIA
MOHALI, India
0,0
0
Forma de pago verificada
Miembro desde may 30, 2022

Verificación del cliente

Otros trabajos de este cliente

Design a Landing Page
₹600-1500 INR
¡Gracias! Te hemos enviado un enlace para reclamar tu crédito gratuito.
Algo salió mal al enviar tu correo electrónico. Por favor, intenta de nuevo.
Usuarios registrados Total de empleos publicados
Freelancer ® is a registered Trademark of Freelancer Technology Pty Limited (ACN 142 189 759)
Copyright © 2024 Freelancer Technology Pty Limited (ACN 142 189 759)
Cargando visualización previa
Permiso concedido para Geolocalización.
Tu sesión de acceso ha expirado y has sido desconectado. Por favor, inica sesión nuevamente.