£3750
- Regular Payment: £3750
- Upfront: £375
- Saving: £0
- Monthly (10 Months): £337.50
- A project-based curriculum
- Dedicated mentor & tutor
- Job Guarantee
- Professional portfolio
- Career growth mentorship
Enroll Now
Learn with the industry experts active in the field
Launch a rewarding career in IT industry
1:1 mentorship for Data career path
Project-based curriculum with real-life projects
12535
Learn with the industry experts
Launch a lasting career in IT industry
1:1 mentorship for an expert career path
Real life projects based curriculum
12535
Learning Format
Duration
Salary
Avg. Hiring Time
Land a job in the tech industry with no prior experience
Gain industry insights with practical skills to efficiently tackle day-to-day challenges
Receive comprehensive mentorship from tech experts for a 6-figure salary
Enroll in our program with enroll now, pay later option with 0% finance
Reap the benefits from our Data Scientist Program, including comprehensive skill-building and career advancement in IT industry.
Fortray's Career Change Data Scientist Job Guarantee Bootcamp offers comprehensive training and certifications from foundational to advanced levels. With flexible learning options and expert-led online live sessions, you will gain the skills needed for entry-level Data Science roles. Our dedicated recruitment specialists ensure job placement success, backed by a job/money-back guarantee. Start a career and earn up to 46K in Data Science. Through our Career-focused Mentorship and Training, you can become a Data Scientist and earn up to a six-figure salary! Enroll Now!
Upskill as a Data Scientist
Recruitment with Guaranteed Job
Start a Career in Data Science
Training & Mentorship to be Lead Data Engineer
Why Choose a Career as an Data Scientist? Because these Latest Trends speak for Unmatched Opportunities and Benefits!
Global Job Demand
Expected in the Decade
Unfilled positions
The Program is designed for Individuals
Age 18 years or above
No prior IT Experience
Basic computer literacy
A windows based machine with stable internet
₤35K+
Junior Data Analyst
Data Science Analyst
Big Data Analyst
Business IT Analyst
₤55K+
Lead Data Analyst
Data Scientist
Big Data Engineer
Business Analyst Team Lead
₤70K+
Data Architect
Head of Data Science
Head of Data Analyst
Business Change Director
Skill Building
Project Based Learning
Instructor-Led Trainingy
Live With Real Equipment
Hands-on Learning
Round the Clock Lab Access
CV and LinkedIn Refinement
Recruitment Workshops
Tech & HR Mock Interviews
Get 30K to 45K Salary
Career Advancement
Job Placement or Refund
Reap the benefits from our Data Scientist Program, including comprehensive skill-building and career advancement in Cloud Security.
Fortray's Career Change Data Scientist Job Guarantee Bootcamp offers comprehensive training and certifications from foundational to advanced levels. With flexible learning options and expert-led online live sessions, you will gain the skills needed for entry-level Data Science roles. Our dedicated recruitment specialists ensure job placement success, backed by a job/money-back guarantee. Start a career and earn up to 46K in Data Science. Through our Career-focused Mentorship and Training, you can become a Data Scientist and earn up to a six-figure salary! Enroll Now!
Upskill as a Data Scientist
Recruitment with Guaranteed Job
Start a Career in Data Science
Training & Mentorship to be Lead Data Engineer
Why Choose a Career as an Data Scientist? Because these Latest Trends speak for Unmatched Opportunities and Benefits!
Global Job Demand
Expected in the Decade
Unfilled Positions
The Program is designed for Individuals
Age 18 years or above
No prior IT Experience
Basic computer literacy
A windows based machine with stable internet
Skill Building
Project Based Learning
Instructor-Led Training
Live With Real Equipment
Hands-on Learning
Round the Clock Lab Access
CV and LinkedIn Refinement
Recruitment Workshops
Tech & HR Mock Interviews
Get 25K to 45K Salary
Career Advancement
Job Placement or Refund
21 - 26 Weeks (Morning or Afternoon)
Completion times are approximations based on the progress of our current students and graduates
Watch video-recorded lectures at a time that suits you, before putting what you’ve learned into practice with challenges.
Join Live sessions either in the morning or afternoon, whichever suits you and ask all your questions to our teaching staff.
Watch video-recorded lectures at a time that suits you, before putting what you’ve learned into practice with challenges.
Join Live sessions either in the morning or afternoon, whichever suits you and ask all your questions to our teaching staff.
Master the essentials of business analytics using Excel in this live, instructor-led online course by Fortray. Learn to analyze data, create insightful visualizations, perform statistical analyses, and confidently make informed business decisions.
What You will learn:
Data analysis techniques
Visualization of data
Statistical analysis methods
Decision-making tools
Skills and Tools Covered:
Explore Fortray’s procedural and object-oriented programming with the Python module. In this model, you can gain an understanding of Python's advantages, set up its IDE, and master Jupyter Notebook. You can also get a chance to learn Python basics such as identifiers, indentation, comments, data types, operators, and string functions. It also covers Python loops, variable scopes, and object-oriented programming (OOP) features like methods, attributes, and access modifiers.
What you will learn:
Python setup and IDE configuration
Fundamental Python syntax and operations
Implementing loops and control structures
Object-oriented programming concepts
Skills and Tools Covered:
Become a pro in SQL with Fortray’s engaging online live sessions. Here you can learn to query, update, and manage databases efficiently. This course covers essential SQL concepts, database design, and complex queries to prepare you for real-world database management.
What will you do:
Fundamental SQL syntax and commands
Database design and normalization
Complex queries and data manipulation
Managing and securing databases
Skills and Tools Covered:
Explore Python for Data Science with IBM's comprehensive self-paced module. In this module, you can learn to use Python for data analysis, visualization, and machine learning to uncover insights and drive data-driven decisions.
What you will learn:
Python basics and advanced concepts for data science
Data manipulation and analysis with pandas
Data visualization using matplotlib and seaborn
Machine learning fundamentals with scikit-learn
Skills and Tools Covered:
Master data science techniques using Python in this comprehensive, instructor-led live online module by Fortray. This program is designed for practical learning and real-world applications, ensuring you gain the skills needed to excel in data science.
What you will learn:
Data manipulation and analysis with pandas and NumPy
Data visualization using matplotlib and seaborn
Machine learning algorithms with scikit-learn
Handling real-world datasets and deriving insights
Skills and Tools Covered:
Fortray's Machine Learning using Python module equips you with the knowledge and hands-on experience to build and deploy machine learning models. Delivered through engaging, instructor-led online sessions, this course covers essential techniques and tools for real-world applications.
What you will learn:
Fundamentals of machine learning and its applications
Supervised and unsupervised learning techniques
Model evaluation and optimization
Deploying machine learning models
Skills and Tools Covered:
Fortray’s instructor-led Tableau Desktop Specialist Certification Training equips you with the skills to effectively visualize data and create interactive dashboards. This live online course covers the essentials to prepare for the Tableau Desktop Specialist exam.
What you will learn and get:
Navigating Tableau interface and data connections
Building and customizing data visualizations
Creating interactive dashboards and stories
Implementing calculated fields and data analysis
Skills and Tools Covered:
The Data Scientist Capstone Project module, offered by Fortray, is designed to provide hands-on experience in applying data science techniques to solve real-world problems. This culminating project allows you to demonstrate your proficiency in data analysis, modelling, and visualization.
What you will learn and get:
Formulating a data science problem
Data collection and preprocessing
Building and evaluating machine learning models
Communicating insights and results through visualizations
Skills and Tools Covered:
Our recruitment and job placement services help candidates achieve their career goals. We offer a holistic approach, including personal branding and interview preparation, tailored to each candidate’s needs. Our support ensures you stand out and secure your desired role in today’s competitive job market.
Job ResponsibilitiesEnhance your brand with a resume revamp, LinkedIn optimization, and portfolio development.
Master technical and behavioural questions, get tailored advice and refine job search in 1:1 session.
Connect with 1,000+ hiring partners through our extensive network & exclusive partnerships.
Fast track your career ambitions and growth to successfully Get Hired within 16 weeks span.
To ensure your career success, we provide a post-placement mentorship session. You'll be paired with an industry expert who will offer tailored guidance, support, and insights to help you excel in your new role.
How It Works
After securing a job through our Program, you qualify for a mentor-ship session. You’ll be paired with a mentor aligned with your career goals to guide you in your new role, address challenges, and offer insights to help you quickly adv-ance your salary.
Benefits of Mentorship
Gain valuable insights
Personalised guidance
Develop winning strategies
Succeed in your role
Accelerate career growth
5 years career roadmap
Who Can Participate
Our mentorship session is for candidates who have completed Fortray’s Job Guarantee or Money Back Program. Whether you're a recent graduate or a seasoned professional, you'll receive inval-uable support to excel in your new role.
Fortray’s advanced training module is designed to provide participants with in-depth insights into Data Science advancements and AI techniques. This interactive masterclass equips learners with practical skills and knowledge essential for leveraging data-driven technologies effectively in today's dynamic business environment.
What you will configure and practice:
Advanced Data Science techniques
Cutting-edge AI methodologies
Practical applications of machine learning algorithms
Skills and Tools Covered:
Fortray's self-paced R Programming for Data Science module offers comprehensive training in R programming essentials for data analysis and visualization. Designed for flexibility, this course allows you to learn at your own pace while mastering R.
What you will learn:
Fundamentals of R programming and RStudio
Data manipulation with dplyr and tidyr
Data visualization with ggplot2
Statistical analysis and hypothesis testing
Creating reproducible reports with R Markdown
Skills and Tools Covered:
Fortray's online live instructor-led elective module aligns with the PL-300: Microsoft Power BI Data Scientist certification. This module emphasizes mastering Power BI Desktop layouts, creating BI reports, and developing dashboards.
What you will configure and practice:
Mastering Power BI Desktop layouts
Creating BI reports, developing dashboards
Refining and preparing data
Effectively presenting data
Gaining practical expertise in data analysis
Skills and Tools Covered:
Fortray's online live course on Essentials of Generative AI, Prompt Engineering & ChatGPT introduces participants to the fundamentals of Generative AI, focusing on prompt engineering techniques and practical applications using OpenAI's ChatGPT. This course is designed to provide hands-on experience in leveraging AI for creative and practical applications.
What you will configure and practice:
Basics of Generative AI and its applications
Prompt engineering strategies for effective AI interactions
Practical use cases of ChatGPT in various domains
Hands-on exercises to create and optimize prompts
Ethical considerations in deploying AI models
Skills and Tools Covered:
Pass Exam
Get Experience
Career Goal
21 - 26 Weeks (Morning or Afternoon)
Completion times are approximations based on the progress of our current students and graduates
Watch video-recorded lectures at a time that suits you, before putting what you’ve learned into practice with challenges.
Join Live sessions either in the morning or afternoon, whichever suits you and ask all your questions to our teaching staff.
Outside live sessions, ask your questions on the dedicated slack channel and our teacher assistants will be there to help you.
Master the essentials of business analytics using Excel in this live, instructor-led online course by Fortray. Learn to analyze data, create insightful visualizations, perform statistical analyses, and confidently make informed business decisions.
What You will learn:
Data analysis techniques
Visualization of data
Statistical analysis methods
Decision-making tools
Skills and Tools Covered:
Explore Fortray’s procedural and object-oriented programming with the Python module. In this model, you can gain an understanding of Python's advantages, set up its IDE, and master Jupyter Notebook. You can also get a chance to learn Python basics such as identifiers, indentation, comments, data types, operators, and string functions. It also covers Python loops, variable scopes, and object-oriented programming (OOP) features like methods, attributes, and access modifiers.
What you will learn:
Python setup and IDE configuration
Fundamental Python syntax and operations
Implementing loops and control structures
Object-oriented programming concepts
Skills and Tools Covered:
Become a pro in SQL with Fortray’s engaging online live sessions. Here you can learn to query, update, and manage databases efficiently. This course covers essential SQL concepts, database design, and complex queries to prepare you for real-world database management.
What will you do:
Fundamental SQL syntax and commands
Database design and normalization
Complex queries and data manipulation
Managing and securing databases
Skills and Tools Covered:
Explore Python for Data Science with IBM's comprehensive self-paced module. In this module, you can learn to use Python for data analysis, visualization, and machine learning to uncover insights and drive data-driven decisions.
What you will learn:
Python basics and advanced concepts for data science
Data manipulation and analysis with pandas
Data visualization using matplotlib and seaborn
Machine learning fundamentals with scikit-learn
Skills and Tools Covered:
Master data science techniques using Python in this comprehensive, instructor-led live online module by Fortray. This program is designed for practical learning and real-world applications, ensuring you gain the skills needed to excel in data science.
What you will configure and practice:
Data manipulation and analysis with pandas and NumPy
Data visualization using matplotlib and seaborn
Machine learning algorithms with scikit-learn
Handling real-world datasets and deriving insights
Skills and Tools Covered:
Fortray's Machine Learning using Python module equips you with the knowledge and hands-on experience to build and deploy machine learning models. Delivered through engaging, instructor-led online sessions, this course covers essential techniques and tools for real-world applications.
What you will learn and get:
Fundamentals of machine learning and its applications
Supervised and unsupervised learning techniques
Model evaluation and optimization
Deploying machine learning models
Skills and Tools Covered:
Fortray’s instructor-led Tableau Desktop Specialist Certification Training equips you with the skills to effectively visualize data and create interactive dashboards. This live online course covers the essentials to prepare for the Tableau Desktop Specialist exam.
What you will learn and get:
Navigating Tableau interface and data connections
Building and customizing data visualizations
Creating interactive dashboards and stories
Implementing calculated fields and data analysis
Skills and Tools Covered:
The Data Scientist Capstone Project module, offered by Fortray, is designed to provide hands-on experience in applying data science techniques to solve real-world problems. This culminating project allows you to demonstrate your proficiency in data analysis, modelling, and visualization.
What you will learn and get:
Formulating a data science problem
Data collection and preprocessing
Building and evaluating machine learning models
Communicating insights and results through visualizations
Skills and Tools Covered:
Our recruitment and job placement services help candidates achieve their career goals. We offer a holistic approach, including personal branding and interview preparation, tailored to each candidate’s needs. Our support ensures you stand out and secure your desired role in today’s competitive job market.
Job ResponsibilitiesPersonal Branding
Enhance your brand with a resume revamp, LinkedIn optimization, and portfolio development.
1:1 Coaching
Master technical and behavioural questions, get tailored advice and refine job search in 1:1 session.
Hiring Partner
Connect with 1,000+ hiring partners through our extensive network & exclusive partnerships.
Get Hired
Fast track your career ambitions and growth to successfully Get Hired within 16 weeks span.
To ensure your career success, we provide a post-placement mentorship session. You'll be paired with an industry expert who will offer tailored guidance, support, and insights to help you excel in your new role.
How It Works
After securing a job through our Program, you qualify for a mentorship session. You’ll be paired with a mentor aligned with your career goals to guide you in your new role, address challenges, and offer insights to help you quickly advance your salary.
Benefits of Mentorship
Gain valuable insights
Personalised guidance
Develop winning strategies
Succeed in your role
Accelerate career growth
5 years career roadmap
Who Can Participate
Our mentorship session is for candidates who have completed Fortray’s Job Guarantee or Money Back Program. Whether you're a recent graduate or a seasoned professional, you'll receive invaluable support to excel in your new role.
Fortray’s advanced training module is designed to provide participants with in-depth insights into Data Science advancements and AI techniques. This interactive masterclass equips learners with practical skills and knowledge essential for leveraging data-driven technologies effectively in today's dynamic business environment.
What you will learn:
Advanced Data Science techniques
Cutting-edge AI methodologies
Practical applications of machine learning algorithms
Skills and Tools Covered:
Fortray's self-paced R Programming for Data Science module offers comprehensive training in R programming essentials for data analysis and visualization. Designed for flexibility, this course allows you to learn at your own pace while mastering R.
What you will learn:
Fundamentals of R programming and RStudio
Data manipulation with dplyr and tidyr
Data visualization with ggplot2
Statistical analysis and hypothesis testing
Creating reproducible reports with R Markdown
Skills and Tools Covered:
Fortray's online live instructor-led elective module aligns with the PL-300: Microsoft Power BI Data Scientist certification. This module emphasizes mastering Power BI Desktop layouts, creating BI reports, and developing dashboards.
What you will learn:
Mastering Power BI Desktop layouts
Creating BI reports, developing dashboards
Refining and preparing data
Effectively presenting data
Gaining practical expertise in data analysis
Skills and Tools Covered:
Fortray's online live course on Essentials of Generative AI, Prompt Engineering & ChatGPT introduces participants to the fundamentals of Generative AI, focusing on prompt engineering techniques and practical applications using OpenAI's ChatGPT. This course is designed to provide hands-on experience in leveraging AI for creative and practical applications.
What you will learn:
Basics of Generative AI and its applications
Prompt engineering strategies for effective AI interactions
Practical use cases of ChatGPT in various domains
Hands-on exercises to create and optimize prompts
Ethical considerations in deploying AI models
Skills and Tools Covered:
9/10 of our learners achieve their learning objectives after successful completion
Process Advisors
Hundreds Of Thousands Of Individuals, Small Businesses, and Large Corporations
Continuously Put Their Trust In Fortray.
on average to find a job
employment rate
hiring partners
You put in the hard work, and we are ready to bet on you.
8X higher interaction in live classes than in self-paced
Taught by industry experts with over 2 decades of experience
Structured approach by active practitioners
Flexibility to choose between self-paced or online learning
Access to recorded sessions for review and reinforcement
Access 200+ IT qualifications
Comprehensive IT Programmes by industry experts
Updates course content to reflect industry trends
Practical, hands-on learning experiences
Mentorship Programmes for personalised guidance
0% interest flexible payment plans
Available for 12 to 36 months (T&C Apply)
Transparent pricing with no hidden fees
Payment deferral options for financial flexibility
Easy online application process
Real-world projects and data sets
Hands-on learning with physical and virtual labs
Internship opportunities with partner companies
Access to industry events and conferences
Case studies and success stories from alumni
Professional CV and LinkedIn profile assistance
Interview guidance from recruitment professionals
Mock interviews and feedback sessions
Alumni network for ongoing career support
Guarantee Job upto 45K or money back
Earn up to £35K in 6 months
Progress to £50K in 6-12 months
Enhance skills for rapid career advancement
Dedicated career counselling and goal-setting sessions
Networking opportunities with industry professionals
You put in the hard work, and we are ready to bet on you.
8X higher interaction in live classes than in self-paced
Taught by industry experts with over 2 decades of experience
Structured approach by active practitioners
Flexibility to choose between self-paced or online learning
Access to recorded sessions for review and reinforcement
Access 200+ IT qualifications
Comprehensive IT Programmes by industry experts.
Updates course content to reflect industry trends
Practical, hands-on learning experiences
Mentorship Programmes for personalised guidance
0% interest flexible payment plans
Available for 12 to 36 months (T&C Apply)
Transparent pricing with no hidden fees
Payment deferral options for financial flexibility
Easy online application process
Real-world projects and data sets
Hands-on learning with physical and virtual labs
Internship opportunities with partner companies
Access to industry events and conferences
Case studies and success stories from alumni
Professional CV and LinkedIn profile assistance
Interview guidance from recruitment professionals
Mock interviews and feedback sessions
Alumni network for ongoing career support
Guarantee Job upto 45K or money back
Earn up to £35K in 6 months
Progress to £50K in 6-12 months
Enhance skills for rapid career advancement
Dedicated career counselling and goal-setting sessions
Networking opportunities with industry professionals
Fortray offers flexible payment options for diverse backgrounds and schedules
Flexi 30: £3600
Flexi 30:£3600
To help you along your way, we can help you set up a customizable payment plan. Just book a call, we’ll provide you with the details!
Let's Arrange a CallOur Programs are open to anyone who meets the basic eligibility criteria. No specific technical skills are required to join.
The career growth curriculum can be obtained only after getting a job. To learn further about the requirements, feel free to contact our team.
Yes, applicants must be 18 years old or above to be eligible for our Programs. Alternatively, if the applicant is under 18, a parent or legal guardian must apply on their behalf.
Yes, international students can apply, provided they meet the visa requirements that allow them to work full-time for at least one year and have working rights or a visa that permits work upon completion of the Program.
International students must have a visa that allows them to work full-time for at least one year or more upon completion of the Program. Tier-4 or PSW (Post-study work visa or Graduate Visa) required.
No, technical skills are not required to apply for our Programs. We welcome applicants from all backgrounds and provide the necessary training.
There are no specific academic prerequisites for our Programs. Our courses are designed to be accessible to individuals without prior technical knowledge.
No entrance exams or tests are required to join our Programs. Our admission process is straightforward and based on meeting the basic eligibility criteria.
No, work experience is not required for admission to our Programs. We welcome applicants from all backgrounds, including those without prior work experience.
All our Programs are conducted in English. Proficiency in English is necessary to ensure you can follow the course material and participate effectively.
For more information about eligibility, please contact our admissions office at info@fortray.com or call 020 7993 4928. Our team is happy to assist you with any questions you may have.
The Fortray Data Scientist Job Guarantee Program is designed to help individuals secure jobs in the Cloud field by providing training, certification, career services, job placement and support, and mentorship. The roadmap includes Enrollment and Training, Certification, Career Services, and Job Placement.
You need to pass one certification exam at any proctored environment at a Pearson VUE® Authorized Test Center:
No, the voucher for the Tableau certification exam is not included.
The placement process kicks off right after you complete the training (skills) and ace your required certification exams.
Once you pass the Tableau certification exam, you reach out student support team.
Starting salaries for entry-level Data Scientist positions range from 30K to 45K annually.
The Data Scientist Job Guarantee Program can be completed in 4 weeks if you choose the full-time option or 12 weeks as part-time and 24 weeks as self-paced. After training, the placement process usually takes around 16 weeks.
Our mentorship program kicks in once you land an entry-level Data Scientist job! A mentor will schedule a call to discuss your growth and set your long-term career goals.
Our tailored entry-level programs not only help you secure entry-level Data Scientist jobs but also support your career growth to senior positions. We offer advanced-level courses as part of the program, ensuring you have the skills and knowledge needed to advance your career in the Cybersecurity field.
Please click to read the Fortray Job Guarantee Program Terms and Conditions.
The Data Scientist Job Guarantee Program has three options: Regular, which spans 4 weeks, and Fast Track, which spans 12 weeks and Self-Paced which spans 18-24 weeks.
Yes, the Job Guarantee Program has specific start dates for both Full-Time and Part-Time options. Please refer to our Program schedule for the upcoming start dates.
The Job Guarantee Program follows a structured schedule with planned breaks and holidays. These details will be provided to enrolled participants prior to the start of the Program.
Switching between the Full-Time and Part-Time Job Guarantee Programs is subject to availability and Program policies. Requests for such changes should be discussed with our Program coordinators.
Any missed sessions or absences may affect the Program duration. However, recorded videos of live sessions are provided for review. Please inform our Program coordinators in advance if you anticipate any absences.
The Part-Time Job Guarantee Program follows a predetermined schedule to ensure consistency and effectiveness. Participants are encouraged to plan their schedules accordingly to accommodate the Program sessions.
We accept various payment methods, including credit/debit cards, bank transfers, direct debit, and online payment platforms like PayPal.
No, there are no additional fees for using our payment plans. The total cost remains the same, except for the upfront payment discounts offered.
Refund policies vary depending on the Program. Please refer to our Refund Policy for detailed information on eligibility and the refund process.
Yes, there is a 10% discount for paying 100% upfront. Additionally, a 5% discount is offered for paying 50% upfront, with the remaining 50% spread over 10 monthly installments.
We offer three payment plans:
If you miss an installment payment, please contact our finance department immediately to discuss your situation and find a solution. Late payments could result in suspension of your enrollment until the payment is made.
Yes, you can pay off the remaining balance early without any penalties. Please contact our finance department to arrange early repayment.
Installment amounts are calculated by dividing the remaining balance after the upfront payment by the number of months in the payment plan (10 months).
For any questions regarding payments and billing, please contact our finance department at accounts@fortray.com or call +4420 7360 3841
There are no certain prerequisites for becoming a data scientist, however, a grasp of computer sciences, mathematics and statistics is helpful at the core level.
A data scientist develops predictive models for forecasting and theorizing.
To become a data scientist, the candidate can be from a non-IT background but must have a passion for mathematics and computer science with an emphasis on statistical data to form predictive models.
A data scientist must have core skills in mathematics, computer science, programming, statistics, critical thinking, machine learning, data visualization, and effective communication.
Becoming a data scientist is a long but fruitful journey where you must have the passion to make it all the way. At Fortray, we offer you some very helpful resources that can help you in the long run.
As a data scientist, one must have a thorough understanding of the management and technical side of the business. Not all businesses consider data science as an IT Job but IT infrastructures and resources can ease this job and improve efficiency.
As a data scientist, you must have a know-how of programming languages, cloud computing infrastructures and data mining programs.
The most common challenges any data scientist faces are information privacy, data quality, undefined KPIs and metrics, data cleansing and multiple data sources.