Podcast
Questions and Answers
What are the three main limitations often considered in project management?
What are the three main limitations often considered in project management?
What is a key characteristic of a successful project?
What is a key characteristic of a successful project?
Which of the following is NOT a common resource required for a project?
Which of the following is NOT a common resource required for a project?
What is the primary role of a project sponsor?
What is the primary role of a project sponsor?
Signup and view all the answers
What is the most significant aspect of the 'Scope' constraint?
What is the most significant aspect of the 'Scope' constraint?
Signup and view all the answers
Which factor can cause uncertainty in a project?
Which factor can cause uncertainty in a project?
Signup and view all the answers
What is the primary purpose of defining the project's scope?
What is the primary purpose of defining the project's scope?
Signup and view all the answers
How does the 'Triple Constraint' affect project management?
How does the 'Triple Constraint' affect project management?
Signup and view all the answers
What was the worldwide spending in Data Science and IT in 2017?
What was the worldwide spending in Data Science and IT in 2017?
Signup and view all the answers
What is projected about the need for individuals in project management-oriented roles by 2027?
What is projected about the need for individuals in project management-oriented roles by 2027?
Signup and view all the answers
Which skills are most sought after by employers in new college graduates as related to project management?
Which skills are most sought after by employers in new college graduates as related to project management?
Signup and view all the answers
What is the average salary for project managers in the UK as indicated in the content?
What is the average salary for project managers in the UK as indicated in the content?
Signup and view all the answers
What percentage of project managers experienced pay increases in 2022?
What percentage of project managers experienced pay increases in 2022?
Signup and view all the answers
What is project management primarily concerned with?
What is project management primarily concerned with?
Signup and view all the answers
Which of the following is NOT part of the triple constraint in project management?
Which of the following is NOT part of the triple constraint in project management?
Signup and view all the answers
Who is considered a primary project stakeholder in a home construction project?
Who is considered a primary project stakeholder in a home construction project?
Signup and view all the answers
What role does the project manager typically fulfill in a home building project?
What role does the project manager typically fulfill in a home building project?
Signup and view all the answers
Which of the following groups is NOT typically considered a project stakeholder?
Which of the following groups is NOT typically considered a project stakeholder?
Signup and view all the answers
Why is project integration management important in project management?
Why is project integration management important in project management?
Signup and view all the answers
Which stakeholder would likely be concerned with project financing in a construction project?
Which stakeholder would likely be concerned with project financing in a construction project?
Signup and view all the answers
What is a common challenge project managers face regarding stakeholders?
What is a common challenge project managers face regarding stakeholders?
Signup and view all the answers
What is the primary purpose of using Gantt charts in project management?
What is the primary purpose of using Gantt charts in project management?
Signup and view all the answers
Which of the following tools is NOT specifically mentioned for creating Gantt charts?
Which of the following tools is NOT specifically mentioned for creating Gantt charts?
Signup and view all the answers
How can the success of a project be primarily defined?
How can the success of a project be primarily defined?
Signup and view all the answers
What crucial aspect do network diagrams help project managers understand?
What crucial aspect do network diagrams help project managers understand?
Signup and view all the answers
According to the definition of project success, satisfying the customer/sponsor is considered:
According to the definition of project success, satisfying the customer/sponsor is considered:
Signup and view all the answers
What is the general time frame mentioned for successfully upgrading the 500 desktop computers?
What is the general time frame mentioned for successfully upgrading the 500 desktop computers?
Signup and view all the answers
Which of the following project management techniques is used for better scheduling?
Which of the following project management techniques is used for better scheduling?
Signup and view all the answers
Which of these tools is primarily designed for resource allocation in project management?
Which of these tools is primarily designed for resource allocation in project management?
Signup and view all the answers
What was AstraZeneca's primary focus in their project during the COVID-19 pandemic?
What was AstraZeneca's primary focus in their project during the COVID-19 pandemic?
Signup and view all the answers
Which strategy did AstraZeneca use to maintain focus on essential activities in their project?
Which strategy did AstraZeneca use to maintain focus on essential activities in their project?
Signup and view all the answers
What scheduling challenge did AstraZeneca face during their project?
What scheduling challenge did AstraZeneca face during their project?
Signup and view all the answers
How did AstraZeneca ensure timely completion of vaccine development phases?
How did AstraZeneca ensure timely completion of vaccine development phases?
Signup and view all the answers
In managing their budget, what approach did AstraZeneca adopt under the not-for-profit model?
In managing their budget, what approach did AstraZeneca adopt under the not-for-profit model?
Signup and view all the answers
What was critical for AstraZeneca to maintain, despite the need for an accelerated timeline?
What was critical for AstraZeneca to maintain, despite the need for an accelerated timeline?
Signup and view all the answers
How did AstraZeneca manage resources to meet global vaccine demand?
How did AstraZeneca manage resources to meet global vaccine demand?
Signup and view all the answers
What was a key component of AstraZeneca's project management approach during the pandemic?
What was a key component of AstraZeneca's project management approach during the pandemic?
Signup and view all the answers
What is the role of technical project management skills?
What is the role of technical project management skills?
Signup and view all the answers
Which of the following may occur if someone chooses to focus solely on their technical work?
Which of the following may occur if someone chooses to focus solely on their technical work?
Signup and view all the answers
What can be a potential career path for someone who transitions from project management?
What can be a potential career path for someone who transitions from project management?
Signup and view all the answers
What does the PMI Talent Triangle define?
What does the PMI Talent Triangle define?
Signup and view all the answers
When considering a transition from project management, what is a viable option?
When considering a transition from project management, what is a viable option?
Signup and view all the answers
Why is understanding project management beneficial for technical professionals?
Why is understanding project management beneficial for technical professionals?
Signup and view all the answers
What commonly acquired skill set is emphasized in the PMI Talent Triangle?
What commonly acquired skill set is emphasized in the PMI Talent Triangle?
Signup and view all the answers
What may limit the career mobility of professionals who ignore project management practices?
What may limit the career mobility of professionals who ignore project management practices?
Signup and view all the answers
Study Notes
Lecture 1: Introduction to Project Management in Data Science
- This lecture introduces project management in the field of data science
- Research project management is the course name (COMP1889)
- There is a renewed interest in project management today, globally
Outline
- Introduction to Project Management in Data Science
- Definition of a project
- Examples of data science projects
- Project attributes
- Project constraints
- Project stakeholders
- Project key knowledge areas
- Project success
- Role of project managers
- Ethics in project management
- Case study
Introduction (1 of 4)
- Worldwide spending in data science and IT was £2.73 trillion in 2017, a 2.4% increase from 2016
- The Project Management Institute reported that the number of jobs reached almost 66 million in 2017
- By 2027, employers will need 87.7 million individuals in project management roles
Introduction (2 of 4)
- In 2017, the average annual salary (without bonuses) for a project manager was £87,360 in the U.S. and £102,077 in Switzerland
- Top skills employers look for in new graduates are teamwork, problem-solving, and verbal communication
- Organizations waste £77.66 million for every £1 billion spent on projects (PMI's Pulse of the Profession report)
Introduction (3 of 4)
- The average project manager salary in the UK has remained at £47,500 for five years, but rising living costs mean its real value is decreasing
- London and the South East offer the highest salaries for project managers
- The percentage of high earners (£70,000+) in project management is slightly increasing making this a good career choice
Introduction (4 of 4)
- Advantages of formal project management include better control of resources, improved customer relations, shorter development times, lower costs, and higher profit margins
- Formal project management also improves internal coordination, positively impacts strategic goals, and increases worker morale
What is a project?
- A project is a temporary endeavor to create a unique product, service or result (PMBOK® Guide, Sixth Edition, 2017)
- A project has a clear start and end date and is not an ongoing operation
Data Science Projects
- Customer Churn Prediction: Develop a machine learning model to predict customer churn. Result: Reduce churn by identifying at-risk customers through targeted marketing strategies. Unique Aspect: Model is customized to the specific company data
- Fraud Detection System: Create an algorithm to detect fraudulent transactions in real-time for e-commerce or financial services companies. Result: Helps reduce financial losses from fraud. Unique Aspect: System adapts to new fraud patterns.
- Recommender System for E-commerce: Develop a recommendation engine which suggests products to users based on browsing and purchase history. Result: Personalized recommendations increasing user engagement and sales. Unique Aspect: Recommendations are tailored to the specific company's product catalog and customer behaviour.
- Sales Forecasting: Build a model to predict future sales trends for a retail chain using historical sales data. Result: Forecasts optimise inventory, staffing, and marketing efforts. Unique Aspect: Model is tailored to company data, location-specific factors, and product lines
- Disease Prediction and Diagnosis System: Develop a machine learning model that predicts the likelihood of disease based on medical data. Result: Helps doctors identify patients at high risk of diseases. Unique Aspect: Model is customized to a specific region or healthcare facility
Project Constraints
- Projects are constrained by goals (scope, time and cost)
Constraints
- Each project has parameters of scope, time and cost, which must be met to consider the project successful
What is Project Management?
- Project management is the application of knowledge, skills, tools, and techniques to project activities to meet project requirements
Project Management Knowledge Areas (1 of 3)
- Project management involves knowledge and skills in the following 10 areas: scope, schedule, cost, quality, resource, communications, risk, procurement, stakeholder, and project integration management,
Project Management Knowledge Area (2 of 3)
- Scope management involves defining and managing the work required to complete a project successfully
- Schedule management involves estimating time needed, developing a schedule, and ensuring schedule completion
- Cost management involves the budget preparations and management of the project´s budget
- Quality management involves ensuring the project meets the stated or implied needs
- Project resource management prioritizes effective use of people and physical resources
Project Management Knowledge Area (3 of 3)
- Communications management includes methods to generate, collect, disseminate and store project information
- Risk management involves identifying, analyzing, and responding to project risks
- Procurement management includes acquiring goods and services for the project
- Stakeholder management includes identifying, and analyzing stakeholder needs while managing their engagement throughout the project
- Integration management involves ensuring that the functions of all the other knowledge areas work together effectively
History of project management
- A video summarizes the history of project management which illustrates the application of project management knowledge to projects like the Giza Pyramid project
Studying That Suits You
Use AI to generate personalized quizzes and flashcards to suit your learning preferences.
Related Documents
Description
Test your knowledge on the fundamental concepts of project management. This quiz covers key aspects such as limitations, roles, resources, and trends in the field. Get ready to explore what makes a successful project and the factors influencing project management.