Data Literacy : An Ultimate Guide to Digital transformation

سرفصل های دوره

Learn Essential Data Skills : Data Science, Data Analysis, Data Visualization, Web Scraping, Excel, Google Analytics

1. Setting up the practical environment

1.1 Data literacy Textbook.pdf

1.2 Practice File for Student.zip

1.3 Practice File completed version.zip

1. 001 Using PowerQuery in Excel 2013

2. 002 Using PowerQuery in Excel 2016

3. 003 Power BI Desktop

2. Mega Trends & Cases

1. 101 Walmart Cases

2. 102 Digital Transformation

3. Decision-Making and Data

1. 201 Intuitive Decision-Making and Data-Driven Decision-Making

2. 202 ConocoPhillips Case

3. 203 Data-driven decision model

4. 204 Examples of data-driven strategies

4. Data Literacy

1. 301 Data Literacy Capabilities

5. What is Data

1. 401 Data type Unstructured Data

2. 402 Data Type Structured Data

3. 403 DIKW Pyramid

6. Data Planning Literacy

1. 501 Core competencies in data planning literacy

2. 502 Data Science Process

3. 503 Set up BQ for decision making

4. 504 Data analysis model

5. 505 Customer Analysis with Analysis Model

6. 506 Analysis Model Establishment Strategy

7. 507 Analysis Objectives KPI Derivation Framework

7. Data collection literacy

1. 601 Collection Data Type

2. 602 Survey-based primary data collection

3. 603 Crawling Secondary Data Collection

4. 604 Collecting Digital Service Log Data

5. 605 Data tagging and labeling

8. Data Management Literacy

1. 701 Files and databases

2. 702 Data models and databases

9. Data Processing Literacy

1. 801 Data processing core competencies

2. 802 Preprocessing data understood as a case

3. 803 Use of pre-processing tools

10. Data Analysis Literacy

1. 901 Key Competencies in Data Analysis Literacy

11. Descriptive Statistics

1. 1001 Meaning of Data Summarization

2. 1002 Data and Descriptive Statistics

3. 1003 Introduction to Statistical Analysis Using Standard Deviation

4. 1004 Deriving Insights Using Statistical Analysis

5. 1005 Introduction to Probability Through Bootstrap Experiments

6. 1006 Understanding the Central Limit Theorem and Population Estimation

7. 1007 Estimating Customer Visit Frequency Using Sample Sampling

8. 1008 Estimating Expected Revenue Through Monte Carlo Simulation

12. Business Analysis

1. 1101 Data Analysis and Analysis Models

2. 1102 Performing Data Preprocessing and Basic Insight Extraction through EDA

3. 1103 Trend Analysis

4. 1104 Comparative Analysis and Ranking Analysis

5. 1105 Correlation Analysis

13. Service Analysis

1. 1201 Digital Services and Data

2. 1202 Analysis of Digital Services

3. 1203 Tools for Analyzing Digital Services

14. Data Visualization Literacy

1. 1301 Key Competencies in Data Visualization

2. 1302 Visualization Techniques for Summarizing Data

3. 1303 Introduction to Practical Data Visualization

4. 1304 Data Visualization by Analysis Tools

15. Data-Driven Business Strategy

1. 1401 Case Studies in Data-Driven Business

2. 1402 Case Studies in Data-Product Business

16. Data Literacy

1. 1501 Key Concepts of Data Literacy Summary

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تولید کننده: Udemy