Data Analyst | Research, EDA & Causal Inference (R)
I am a data analyst with a strong research background, specializing in exploratory data analysis, statistical modeling, and causal inference. I focus on turning complex datasets into clear insights for decision-making.
Data analysis project examining whether political regime changes experience of individuals have a causal impact on their economic preferences using global survey and institutional data.
Age distribution of survey respondents, showing that the sample is concentrated in working-age cohorts.
Comparison of treatment and control groups based on regime change experience indicates statistically significant differences in trust, reciprocity, patience and altruism.
This project examines the relationship between nitrogen dioxide (NO₂) emissions and apartment rental prices in Dresden. The analysis investigates whether higher air pollution levels are associated with lower rental prices and explores how proximity to the main train station influences housing costs.
The table reports descriptive statistics for apartment characteristics, rental prices. The observed variation across housing attributes and pollution measures provides a solid foundation for analyzing the impact of air quality on rental prices in Dresden.
View full descriptive statistics table
The results indicate that several apartment characteristics, including size, availability of barrier-free access, and the presence of a built-in kitchen, have a statistically significant impact on rental prices. Nitrogen dioxide (NO₂) emissions also exhibit a significant effect on rents when measured as a continuous variable. However, when emissions are categorized into groups, their impact becomes negligible. A plausible explanation is that overall NO₂ levels in Dresden are relatively low, resulting in limited variation across emission categories. As a result, categorical measures fail to capture meaningful differences, whereas continuous NO₂ concentrations reveal a substantial influence on rental prices.
Remote data analyst roles, research analyst positions, and projects involving applied statistics, causal inference, and policy-related data analysis.
Email:
elvin.mammadov@mailbox.tu-dresden.de
GitHub:
github.com/mammadov-elvin
Website:
mammadov-elvin.github.io