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Framework for Data Collection and Analysis
Coursera
Course
Unknown

Framework for Data Collection and Analysis

University of Maryland, College Park

Learn how to identify suitable data sources, develop analysis plans, and apply a general framework to assess and quantify data quality and errors.

Unknown4 weeksEnglish36,244 enrolled

About this Course

This course will provide you with an overview over existing data products and a good understanding of the data collection landscape. With the help of various examples you will learn how to identify which data sources likely matches your research question, how to turn your research question into measurable pieces, and how to think about an analysis plan. Furthermore this course will provide you with a general framework that allows you to not only understand each step required for a successful data collection and analysis, but also help you to identify errors associated with different data sources. You will learn some metrics to quantify each potential error, and thus you will have tools at hand to describe the quality of a data source. Finally we will introduce different large scale data collection efforts done by private industry and government agencies, and review the learned concepts through these examples. This course is suitable for beginners as well as those that know about one particular data source, but not others, and are looking for a general framework to evaluate data products

What You'll Learn

  • Identify suitable data sources matching research questions
  • Develop effective data analysis plans
  • Understand comprehensive steps for data collection and analysis
  • Detect and quantify errors related to data sources
  • Describe data source quality using quantitative metrics

Prerequisites

  • Basic familiarity with the topic and its common terminology
  • Readiness to practice through applied exercises or case-based work

Instructors

F

Frauke Kreuter, Ph.D.

Professor, Joint Program in Survey Methodology

M

Mariel Leonard

Lecturer

Topics

Data Analysis
Data Science
Governance and Society
Social Sciences
Data Management
Survey Creation
Research Design
Big Data
Data Collection
Data Validation

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تحليل البيانات
علوم البيانات
حوكمة ومجتمع
العلوم الاجتماعية
إدارة البيانات
إنشاء الاستبيانات
تصميم الأبحاث
البيانات الضخمة
Data Collection
Data Validation

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