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Fractal Analytics

This course is an introductory course that equips you with the concepts and tools of problem thinking. By the end of this course, you will be able to:

1. Explain the different stages of a data science project

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This course is an introductory course that equips you with the concepts and tools of problem thinking. By the end of this course, you will be able to:

1. Explain the different stages of a data science project

2. Discuss some of the tools and techniques used in data science.

3. Apply structured thinking to solving problems and avoid the common traps while doing so

4. Apply human-centric design in problem-solving.

This course also acts as the first stepping-stone for aspiring data scientists. This course is a part of the program titled Fractal Data Science Professional Certificate. This course is tailored for learners seeking to enhance their analytical and critical thinking abilities. Ideal for students, professionals, and anyone intrigued by systematic approaches, this course empowers you with the foundational skills needed to approach problems with clarity and confidence.

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What's inside

Syllabus

Structured Thinking
This module teaches you how to use structured thinking to solve problems at work and in everyday life. You will also learn about the different stages and roles in data science, as well as the tools used in data science.
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Solving Problems with Structured Thinking
This module teaches structured thinking for solving business problems and covers tools and frameworks used in the process. It also highlights common mistakes to avoid.
Human-Centered Design
Human-Centered Design is an approach that prioritizes the end-users' needs by understanding them and creating products that cater to their preferences and behaviors. The goal is to design products that are user-friendly, effective, and enjoyable to use. This module would help you understand why and how you should also keep your users/humans at the center of solving your business problems.

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Provides foundation for aspiring data scientists
Teaches a structured approach to problem-solving that is applicable to various domains
Empowers learners to identify and avoid common pitfalls in problem-solving
Emphasizes the importance of human-centric design in problem-solving
Serves as a foundational step in the Fractal Data Science Professional Certificate program
Requires structured thinking and problem-solving abilities

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Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Structured Approach to Problem Solving with these activities:
Review Previous Learning
Review basic concepts and techniques in data science and problem-solving
Browse courses on Data Science
Show steps
  • Review notes from previous courses or textbooks
  • Complete practice problems and exercises
  • Attend refresher workshops or online webinars
Review Course Materials
Review course syllabi, lesson plan, assignments, quizzes, and exams
Show steps
  • Collect all course materials
  • Review key points and sections
  • Identify areas that need additional attention
Join a Study Group
Engage with peers to discuss course concepts, share insights, and support each other's learning
Show steps
  • Find or create a study group
  • Set regular meeting times
  • Review course materials together
  • Discuss key concepts and problem-solving techniques
Five other activities
Expand to see all activities and additional details
Show all eight activities
Practice Solving Problems
Apply structured thinking and problem-solving techniques to real-world problems
Show steps
  • Identify a problem and define its scope
  • Gather and analyze data
  • Develop and evaluate solutions
  • Communicate results
Attend Problem-Solving Workshops
Gain practical experience and insights from industry experts
Show steps
  • Identify and register for relevant workshops
  • Attend workshops and actively participate
  • Engage with speakers and ask questions
  • Reflect on learnings and apply them to your own projects
Create a Problem-Solving Portfolio
Showcase your problem-solving skills by creating a portfolio of case studies
Show steps
  • Select and analyze real-world case studies
  • Apply structured thinking and problem-solving techniques
  • Develop comprehensive solutions
  • Present your findings in a clear and concise manner
Connect with Industry Professionals
Seek guidance and mentorship from experienced professionals in the field
Show steps
  • Identify potential mentors
  • Craft a professional outreach email
  • Meet with mentors for informational interviews
  • Build relationships and seek ongoing support
Explore Advanced Topics
Expand your knowledge and skills in related areas
Browse courses on Machine Learning
Show steps
  • Identify areas of interest
  • Research and select reputable tutorials
  • Follow tutorials and complete exercises
  • Practice applying new techniques

Career center

Learners who complete Structured Approach to Problem Solving will develop knowledge and skills that may be useful to these careers:
Data Scientist
A Data Scientist combines a foundation in mathematics and statistical modeling techniques with programming skills and a business understanding to analyze data, extract meaningful insights, and communicate findings to technical and non-technical stakeholders alike. The Structured Approach to Problem Solving course can help you develop the structured thinking and problem-solving skills that are essential for success in this role, as well as providing you with a foundation in the tools and techniques used in data science.
Data Analyst
A Data Analyst plays a crucial role in collecting, cleaning, and analyzing data to identify trends and patterns that can help businesses make better decisions. The Structured Approach to Problem Solving course can provide you with a strong foundation in the tools and techniques used in data analysis, as well as helping you to develop the structured thinking and problem-solving skills that are essential for success in this role.
Business Analyst
A Business Analyst helps businesses to identify and solve problems by analyzing data and developing solutions. The Structured Approach to Problem Solving course can provide you with a strong foundation in the tools and techniques used in business analysis, as well as helping you to develop the structured thinking and problem-solving skills that are essential for success in this role.
Management Consultant
A Management Consultant helps businesses to improve their performance by providing advice and guidance. The Structured Approach to Problem Solving course can help you to develop the structured thinking and problem-solving skills that are essential for success in this role, as well as providing you with a foundation in the tools and techniques used in management consulting.
Sales Manager
A Sales Manager is responsible for leading and managing a sales team. The Structured Approach to Problem Solving course can help you to develop the structured thinking and problem-solving skills that are essential for success in this role, as well as providing you with a foundation in the tools and techniques used in sales management.
Project Manager
A Project Manager is responsible for planning, executing, and closing projects. The Structured Approach to Problem Solving course can help you to develop the structured thinking and problem-solving skills that are essential for success in this role, as well as providing you with a foundation in the tools and techniques used in project management.
Marketing Manager
A Marketing Manager is responsible for the development and execution of marketing campaigns. The Structured Approach to Problem Solving course can help you to develop the structured thinking and problem-solving skills that are essential for success in this role, as well as providing you with a foundation in the tools and techniques used in marketing.
Human Resources Manager
A Human Resources Manager is responsible for the management of human resources within an organization. The Structured Approach to Problem Solving course can help you to develop the structured thinking and problem-solving skills that are essential for success in this role, as well as providing you with a foundation in the tools and techniques used in human resources management.
Product Manager
A Product Manager is responsible for the development and launch of new products and features. The Structured Approach to Problem Solving course can help you to develop the structured thinking and problem-solving skills that are essential for success in this role, as well as providing you with a foundation in the tools and techniques used in product management.
Operations Manager
An Operations Manager is responsible for the day-to-day operations of a business. The Structured Approach to Problem Solving course can help you to develop the structured thinking and problem-solving skills that are essential for success in this role, as well as providing you with a foundation in the tools and techniques used in operations management.
Actuary
An Actuary is responsible for assessing and managing financial risk. The Structured Approach to Problem Solving course can help you to develop the structured thinking and problem-solving skills that are essential for success in this role, as well as providing you with a foundation in the tools and techniques used in actuarial science.
Operations Research Analyst
An Operations Research Analyst is responsible for using mathematical and analytical techniques to solve problems in business and industry. The Structured Approach to Problem Solving course can help you to develop the structured thinking and problem-solving skills that are essential for success in this role, as well as providing you with a foundation in the tools and techniques used in operations research.
Statistician
A Statistician is responsible for collecting, analyzing, and interpreting data. The Structured Approach to Problem Solving course can help you to develop the structured thinking and problem-solving skills that are essential for success in this role, as well as providing you with a foundation in the tools and techniques used in statistics.
Financial Analyst
A Financial Analyst is responsible for analyzing financial data and providing recommendations to businesses. The Structured Approach to Problem Solving course can help you to develop the structured thinking and problem-solving skills that are essential for success in this role, as well as providing you with a foundation in the tools and techniques used in financial analysis.
Software Engineer
A Software Engineer is responsible for designing, developing, and maintaining software systems. The Structured Approach to Problem Solving course may be useful for developing the structured thinking and problem-solving skills that are essential for success in this role.

Reading list

We've selected 11 books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Structured Approach to Problem Solving.
Great introduction to the fundamentals of data science, using Python. It covers a wide range of topics, from data cleaning and wrangling to machine learning and deep learning.
Classic reference on statistical learning. It covers a wide range of topics, from linear regression to support vector machines. It valuable resource for anyone who wants to learn more about the theory of machine learning.
Is the definitive reference on deep learning. It covers a wide range of topics, from the basics of neural networks to the latest advances in the field.
Provides a practical guide to design thinking, a human-centered approach to problem-solving. It valuable resource for anyone who wants to learn more about the design thinking process.
Provides a clear and concise overview of critical thinking. It valuable resource for anyone who wants to learn more about the principles of critical thinking.
Provides a practical guide to creative problem-solving for managers. It valuable resource for anyone who wants to learn more about the skills of creative thinking.
Provides a framework for understanding why large companies often fail to innovate. It valuable resource for anyone who wants to learn more about the challenges of innovation.
Provides a practical guide to the lean startup methodology. It valuable resource for anyone who wants to learn more about the skills of entrepreneurship.
Provides a practical guide to getting customers for your startup. It valuable resource for anyone who wants to learn more about the skills of marketing and sales.

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