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Data Science

Category: Agile Leadership

SBE BDD for Data Science

Date of Release: November 8th, 2021
Reading Time: 02 mins

Leslie

Written by Leslie Brooks
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Data Science and Big Data are hot topics, and rightly so – companies can save huge sums, or dramatically increase sales, by analyzing the data that they already collect. Specification by Example is a great partner in this effort; using SBE correctly enables Data Scientists, Product Owners, and Developers to communicate clearly about Big Data and Data Science.

I spent two years working with a Data Science team at a large aerospace firm, training and coaching them in the best ways to write requirements and deliver automated tests; the teams with which I worked delivered maybe two bugs to Production in a year. The developers came to expect automated tests in-sprint – they would finish writing code, run the automated scenarios for both the new functionality and all of the old functionality, and wouldn’t open a pull request until all of those tests passed. It is really difficult to deliver a bug when you follow that process! You can find a discussion of that process on YouTube.

I spoke about this at XP 2021, explaining in detail how to write requirements for the ETL process and the data analysis. Clean data is essential for generating valuable insights, and SBE is ideally suited to creating the communication that lets the Data Scientists specify the cleaning process clearly and precisely, so the Developers can deliver exactly what the Data Scientists want. If you are a member of the Agile Alliance you can find the recording of my presentation there; you can find an interview regarding it on YouTube – or contact me and I would be happy to discuss it.

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SBE BDD for Data Science

Data Science and Big Data are hot topics, and rightly so – companies can save huge sums, or dramatically increase sales, by analyzing the data that they already collect. Specification by Example is a great partner in this effort.

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    Farrah is global training and organizational development consultant with over 20 years of experience in learning and development industry.  Farrah is highly experienced in developing world class training and learning programs coupled with extensive expertise in leadership and organizational management, and executive coaching. 

    Besides being a SAFe® Program Consultant, Farrah holds multiple industry certifications including certifications in International Teaching & Training, Leadership, Business Management, Leadership, and Instructional Design. Farrah is a skilled and passionate facilitator both in remote and in-person training environment. She is multilingual in English, French & Arabic.

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    Charlie Brown
    I love Agile! I was using agile thoughts throughout my 30 years career in software development and when I found Agile, I was amazed that they were saying some of the same things I was using. I began to see how they took the ideas that I had, short iterations and protecting the team and went far beyond my original ideas. I was agile before Agile existed. I began to train as a ScrumMaster and then an Agile Coach.

    As an Agile Coach SPC4, an Agile ScrumMaster, an ICAgile Certified Professional and a Innovation Games Certified Orange Belt Collaboration Architect, I specialize in helping people in different roles work better together. I want to help teams work faster and be better at responding to change whether they are remote/distributed or local. The ideal Agile Coach or ScrumMaster ( Scrum Master ) is described by many adjectives – especially Teacher, Mentor, Facilitator and Servant-Leader. I have used distributed tools to aid me in working with remote team members. My career and volunteer jobs have gone beyond teaching to forge these critical attributes into my personality so that I can help you build an all-star team.

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    Harsha has been consulting for several enterprise customers including but not limited to Google, Apple, Citigroup, TIAA, Florida Blue and BMS. He has played multiple roles that include Enterprise Agile Coach and Release Train Engineer (RTE) for Product Development Initiatives.

    An agile enthusiast and evangelist with over 15 years in the Project Management field, Harsha has worked passionately to encourage and support the Organizations in fully embracing Agile methodologies for all his clients. 

    Harsha is a certified yoga teacher with 500 hours of teacher training, he Sia. fitness enthusiast and an ardent Indian classical music admirer.  He also has a Master’s Degree in Engineering specialized in aerospace industry.

    Jonathan Cavner
    Jonathan has 20 years of agile experience leading geographically diverse teams as a Scrum Master, Product Owner, Product Manager, Systems Architect and Release Train Engineer in the Fintech space. He specialized in Web Portals, eBanking and IAM (Identity and Access Management).   Jonathan has been instrumental in leading successful SAFe Agile transformations. With a background in developing eCommerce websites as a Java and .Net developer he brings a wide perspective and breadth of knowledge to the classroom and his consulting work.Certification

    SAFe® Practice Consultant (SPC), SAFe® Release Train Engineer (RTE), Certified Scrum Product Owner® (CSPO), SAFe® Scrum Master (SSM).

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    Leslie Brooks
    Leslie was trained by the author of Cucumber and has been teaching and coaching Specification by Example/BDD for almost ten years. He has introduced the methodology to teams at multiple companies, including Verizon, General Motors, and Raytheon Technologies.He loves teaching and coaching Business Analysts, Product Owners, Developers, and QAs in Specification by Example/BDD; He loves the tremendous improvements it can bring to the entire organization. He strongly believes that when we are able to write better requirements, we write better code (and fewer bugs), find and fix bugs faster, and deliver better quality code faster, then we feel an enormous sense of accomplishment.

    Specialties: Software QA, Software Quality Assurance, Test Strategy, Process Change, Process Transformation, Hardware Test, Linux, QA Manager, Cucumber, BDD, TDD, ATDD, Agile, Selenium, Test Automation, Python, Java, ML/AI, Deep Learning for software test

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    Stephen is an accomplished Human Resources consultant with more than 20 years of experience in learning and development, onboarding, employee engagement, people and performance management and many other HR disciplines.   Much of Stephen’s career has been in hospitality.He started as a customer service agent and quickly moved into the learning and development world. In his role he opened new service centers in places like Guangzhou China and Cork Ireland. He supported properties with very low engagement and was able to help them become the highest engaged in the region. His final position in hospitality was as a regional learning manager for the Americas region for Hilton Worldwide.

    As an independent consultant Stephen now enjoys working with organizations around the globe and across multiple disciplines.  He currently provides coaching and training to newly minted leaders as well as C-Suite executives.  He loves helping organizations find the key to successful remote, hybrid or in person Teams. Stephen is fluent in Spanish and enjoys opportunities to provide multilingual training Whenever the opportunity presents itself.

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    Viki has dedicated more than 25 years of her career to professional training. She delivers excellent standards of soft skills classroom training, but it is her in-depth knowledge of customer service and business management that allows Viki to provide an exceptionally high level of learning facilitation and consultancy across a wide range of industries.Prior to becoming an independent consultant, she was employed by DHL, one of the largest courier companies in the world. During her 15 years of service, she worked in the areas of customer service, human resources and training and development, acquiring subject matter expertise across a number of disciplines.

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