You will get general and generalized linear models analysis
Top Rated
Project details
I offer professional statistical modeling services focused on general and generalized linear models, including fixed, random, and mixed effects models for research, academic, and industrial data analysis. I work with various data structures such as cross-sectional, longitudinal, repeated measures, and hierarchical datasets using R, Python, SPSS, Minitab, and Jamovi.
I can estimate and interpret models such as GLM, LMM, GLMM, logistic regression, Poisson regression, negative binomial models, multinomial models and Bayesian models depending on your study design and variable type.
My workflow includes assumption testing, multicollinearity checks, residual diagnostics, random effects structure evaluation, and model comparison using AIC, BIC, R², RMSE, DIC, WAIC, and likelihood ratio tests.
I also provide visualizations of fitted models, random effects plots, and diagnostic plots for model validity. This gig is ideal for researchers and professionals seeking well-documented statistical modeling and clear interpretation of complex data relationships.
I can estimate and interpret models such as GLM, LMM, GLMM, logistic regression, Poisson regression, negative binomial models, multinomial models and Bayesian models depending on your study design and variable type.
My workflow includes assumption testing, multicollinearity checks, residual diagnostics, random effects structure evaluation, and model comparison using AIC, BIC, R², RMSE, DIC, WAIC, and likelihood ratio tests.
I also provide visualizations of fitted models, random effects plots, and diagnostic plots for model validity. This gig is ideal for researchers and professionals seeking well-documented statistical modeling and clear interpretation of complex data relationships.
Machine Learning Tools
Google Data Studio, Google Sheets, Microsoft Excel, Microsoft Power BI, Minitab, NumPy, pandas, Python, Python Scikit-Learn, PyTorch, R, scikit-learn, SciPy, SPSS, Tableau, TensorFlow, XGBoostWhat's included
| Service Tiers |
Starter
$50
|
Standard
$60
|
Advanced
$70
|
|---|---|---|---|
| Delivery Time | 3 days | 3 days | 3 days |
Number of Revisions | 1 | 1 | 1 |
Number of Model Variations | 1 | 1 | 1 |
Number of Scenarios | 1 | 1 | 1 |
Number of Graphs/Charts | 3 | 3 | 3 |
Model Validation/Testing | |||
Model Documentation | |||
Data Source Connectivity | - | - | - |
Source Code |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$30
Additional Revision
+$20
Additional Model Variation
(+ 1 Day)
+$10
Additional Scenario
(+ 1 Day)
+$10
Additional Graph/Chart
(+ 1 Day)
+$10
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About Yusra
Statistician and Data Analyst
100%
Job Success
Lahore, Pakistan - 4:06 am local time
My expertise includes statistical programming, data analysis, exploratory and confirmatory analysis, feature selection, probabilistic techniques, sampling design, statistical estimation, and experimental design. I specialize in both time series and spatial modeling, with a lot of experience in regression techniques, including linear, non-linear, mixed-effect, and econometric models. I am proficient in general and generalized linear models, generalized additive models (GAMs), and Bayesian hierarchical and spatial models with various priors.
Alongside statistical modeling, I can assist with machine learning and deep learning methods such as LSTM, CNN, and Transformer architectures for forecasting and image classification projects. I can also perform SQL-based data handling and use Visual Studio Code for analytical scripting and workflow automation.
Beyond analysis, I create interactive dashboards and reports in Power BI and Tableau to track and visualize key performance indicators. For data analysis summaries, theoretical explanations, or statistical reports, I provide well-structured documentation in Overleaf, LaTeX, Word, and Markdown according to project requirements. I conduct my work using RStudio, Python, SPSS, Jamovi, Minitab, JASP, WEKA, and Excel/Google Sheets.
Steps for completing your project
After purchasing the project, send requirements so Yusra can start the project.
Delivery time starts when Yusra receives requirements from you.
Yusra works on your project following the steps below.
Revisions may occur after the delivery date.
Descriptive statistics
Model estimation