Certificate in Quantitative Data Analysis: Next-Gen Strategies
-- ViewingNowThe Certificate in Quantitative Data Analysis: Next-Gen Strategies is a comprehensive course designed to equip learners with essential data analysis skills in high demand across industries. This program covers modern quantitative methods, statistical modeling, and data visualization techniques using cutting-edge tools such as Python, R, and Tableau.
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โข Introduction to Quantitative Data Analysis: Understanding the basics, data types, and data collection methods.
โข Data Cleaning and Preparation: Techniques for handling missing data, outliers, and data transformation.
โข Descriptive Statistics: Measures of central tendency, dispersion, and association for quantitative data.
โข Inferential Statistics: Hypothesis testing, confidence intervals, and statistical significance.
โข Regression Analysis: Simple and multiple linear regression, model selection, and diagnostics.
โข Analysis of Variance (ANOVA): One-way and two-way ANOVA, factorial designs, and post-hoc tests.
โข Factor Analysis and Structural Equation Modeling (SEM): Exploratory and confirmatory factor analysis, and SEM techniques.
โข Time Series Analysis and Forecasting: ARIMA, exponential smoothing, and seasonal adjustment.
โข Big Data Analytics: Data mining techniques, machine learning algorithms, and Hadoop-based solutions.
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