Robin Boss

sourced_title: Vice President, Business Transformation

headline: Vice President, Business Transformation at Campana & Schott

position: Vice President, Business Transformation

company: Campana & Schott

position: Managing Consultant

position: Senior Consultant

position: Consultant

position: Analyst

position: Project Manager

company: Junior Comtec – Student consultancy

position: Department Manager

content:
I am looking forward to speaking at this year’s DIA Global Annual Meeting and contributing to critical conversations in life science innovation.

This meeting brings together regulators, industry leaders, patients, academics, emerging innovators, and global stakeholders to tackle the real challenges shaping drug development today - from AI and innovation to regulatory strategy and global collab

content:
Excited to be at DIA 2026, discussing on June 15 how to better connect project decision-making with overall portfolio impact together with Jill Jasin Orosz.

Join us at the PM community gatherings on June 15 and 16 if you would like to continue the discussion!

#DIA2026

content:
Together with Jill Jasin Orosz, I had the opportunity to attend #DIA2026 and discuss a recurring pattern that often leads to decisions against strategically important, innovative projects: the difficulty of clearly linking these to overall portfolio impact.

We explored how project leaders can move the discussion beyond individual projects and enable more meaningful discussions with leadership, wh

evidence_experience: Entire career path is Analyst -> Consultant -> Senior Consultant -> Managing Consultant -> VP at a consulting firm, indicating client delivery progression with no stated internal function ownership.


Leon Gerritsen

publicIdentifier: leon-gerritsen

sourced_title: Lead Data Scientist

firm: Crowe Nederland

headline: Lead Data Scientist @ Crowe Netherlands | Data Platform & ML Systems Architect | Building Scalable AI and Data Solutions

about:
I’m a Data and AI lead specializing in building production-grade data and machine learning systems that solve real-world business problems. Over the past years, I've designed and delivered end-to-end Data and AI solutions across domains such as healthcare, auditing, HR, tax, e-commerce and PIM. My work spans the full lifecycle of data products: from architecture and data pipelines to machine learning models, MLOps and production deployment.

In my current role at Crowe Foederer, I lead the development of Data and AI-driven solutions that support client projects, auditing, HR analytics and tax technology among others. I combine expertise in machine learning, data engineering and platform architecture to build scalable and maintainable systems.

Beyond building systems, I care deeply about growing people and teams. I actively mentor data scientists and engineers, promote best practices in data and AI engineering, and enjoy sharing knowledge within the data community.

position: Lead Data Scientist

company: Crowe Nederland

end: Present

description: In my role, I lead the development of data and AI-driven solutions within the Data Science department while helping shape the department's technical roadmap. I am responsible for designing and delivering scalable data and machine learning systems for client and internal projects and across domains such as auditing, finance, HR and tax. My work includes defining solution architectures, building production-grade machine learning systems, leading the data discipline and developing scalable data pla

company: Productsup

description:
Led the data science team responsible for the development of Product Guard PX, an AI-powered product validation platform designed to improve product data quality at scale.

Responsibilities included:
• Leading the data science team and defining the technical roadmap
• Collaborating with standardization organs like GS1 and ETIM
• Designing machine learning models for product data validation and enrichment
• Collaborating with engineering teams to deploy ML systems into production
• Driving the ad

position: Senior Artificial Intelligence Scientist

company: Trifork

description:
• Worked on custom medical mobile Augmented Reality (AR) application, where I developed real-time computer vision models for mobile devices, automatic 3D bodyscan technology, and AR positioning and error correction algorithms.
• Designed and implemented end-to-end BI solution for Royal Dutch Gazelle’s connected bike platform

position: Data Scientist

company: Squadra Machine Learning Company

description:
Responsible for the design and implementation of Data and Machine Learning solutions in the domains of:
• Product Information Management (PIM)
• Natural Language Processing (NLP) and Generation (NLG)
• Inventory Management, Churn and Demand Prediction
• Computer Vision
• Predictive Maintenance

position: Mathematics Teacher

company: Helicon Opleidingen

description: For two years, I taught mathematics at the secondary vocational education (MBO) level. In this role, I developed and delivered engaging lessons, tailored to meet the diverse needs of my students.

content:
⚒Ik zoek een Azure Platform Engineer!⚒
Een data- en AI-team kan de mooiste dingen bouwen, maar dat werkt alleen als de omgeving eronder staat als een huis.

Ik zoek daarom iemand die het leuk vindt om omgevingen niet alleen werkend te krijgen, maar ook steeds slimmer, veiliger en beheersbaarder te maken. Iemand die liever een template verbetert dan tien keer dezelfde klik uitvoert.

Je werkt me

disposition: DISQUALIFIED

internal_vs_external: external

band: review

band_reasons: disqualified; builder

evidence_experience: "I am responsible for designing and delivering scalable data and machine learning systems for client and internal projects and across domains such as auditing, finance, HR and tax." - core work is technical ML/data system building for client-facing domains, not internal knowledge/IP governance ownership.

resolved_account_name: Crowe Nederland

in_612: yes

in_575: no

suppressed: no


Mette Werlauff

publicIdentifier: mettewerlauff

sourced_title: Content Marketing Consultant

firm: Ramboll Management Consulting

headline: Content Marketing Consultant at Ramboll Management Consulting

about: Jeg har en bred portefølje indenfor digital marketing, hvor jeg de sidste 7 år har specialiseret mig indenfor sociale medier, content marketing og kampagneplanlægning  🚀

position: Content Marketing Consultant

company: Ramboll Management Consulting

position: Content Marketing Specialist

company: GreenDozer

description:
Jeg er ansvarlig for virksomhedens eksterne kommunikation, hvor min primære opgave er at skabe kendskab til GreenDozer’s digitale markedsplads og sætte bæredygtigt byggeri på dagsordenen i branchen.

Jeg står i spidsen for at udvikle marketing- og kommunikationstrategier og for at skabe efterspørgsel og brandkendskab gennem en række forskellige aktiviteter både online og offline.

Derudover har jeg ansvaret for:

- Strategiske partnerskaber
- Organisk og betalt content på tværs af kanaler og w

position: Digital Content Specialist

company: Clienti A/S

description:
Som Digital Content Specialist i Clienti udarbejder jeg digitale contentstrategier og kampagner til et bredt udsnit af kunder inden for forskellige segmenter. F.eks. ØnskeBørn, Earth Control, Bo i Nord, Enjoy Nordjylland, Hanstholm Køkken, Holstebro Kommune, PAVA, Sportigan, Sack it mm.

Min primære opgave består at udvikle kreativt content i tråd med koncept og brand til platforme som Facebook, Instagram, LinkedIn, Snapchat og Youtube. Desuden fungerer jeg som tekstforfatter til landingpages,

position: Social Media Manager & Copywriter

company: Spiir

description:
Som ansvarlig for Social Media står jeg i spidsen for at udarbejde og eksekvere B2C SoMe-strategier og leverer målrettet organisk og betalt content til Spiirs SoMe-kanaler. Som copywriter hos Spiir har jeg skrevet blogindlæg til Danmarks mest læste økonomiblog med over 60.000 unikke besøgende hver måned. Dertil er jeg ansvarlig for Spiirs linkbuilding og SEO-aktiviteter 🚀

Derudover varetager jeg en række andre kommunikations-og marketingsaktiviteter👇

- Go-to market strategy
- Kampagneplanlægni

position: Marketing Assistent

position: Marketing Internship

company: Aiia, a Mastercard Company

description:
Som ansvarlig for Social Media står jeg i spidsen for at udarbejde og eksekvere B2B SoMe-strategier og leverer målrettet content til Aiias SoMe-kanaler 🚀

Derudover varetager jeg en række andre kommunikations-og marketingsaktiviteter 👇

- Kampagneplanlægning
- Research og insights arbejde
- Employer branding
- Growth hacking
- Idégenerering
- Analyse af performance data
- Lettere grafisk arbejde i Sketch

position: Marketing assistent

content:
Måske er det her dit næste studiejob – eller én du kender.
Vi leder efter en studentermedhjælper til marketing hos Stakeholder Intelligence i Ramboll Management Consulting.

Da jeg var studerende, havde jeg selv studiejobs hos bl.a. Spiir, Lykkesko og Web2Media – og ét af dem førte senere til mit første fuldtidsjob. Derfor har jeg altid haft et lidt blødt punkt for gode studiejobs.

Og det her er

role_nature: other

band: clear

band_reasons: disqualified

evidence_experience: "Jeg har en bred portefølje indenfor digital marketing, hvor jeg de sidste 7 år har specialiseret mig indenfor sociale medier, content marketing og kampagneplanlægning" - entire work history is marketing/copywriting roles across multiple companies, no internal KM/AI/governance function ownership anywhere.

resolved_account_name: Ramboll Management Consulting

in_575: yes


Josue D. Medor, PhD

publicIdentifier: josue-d-medor

sourced_title: Businesss Transformation Consultant

firm: Campana & Schott

headline: Life Sciences Consultant | Cancer Biologist | UPenn PhD Alum

about:
I’m excited about turning my interests into impact in the next chapter of my career. My time at Penn has equipped me with a deeper understanding of the molecular underpinnings of health and disease and the technical skills to interrogate them. Through my pro bono consulting work, I have also gained the knowledge required to navigate the business challenges that life sciences companies face.

With these tools, I am committed to helping overcome the hurdles that limit access to life-saving biomedical advancements by developing innovative solutions to the most complex problems facing the life sciences industry today.

position: Businesss Transformation Consultant

position: Graduate Research Fellow - Cell and Molecular Biology Graduate Group (Cancer Biology Program)

company: University of Pennsylvania School of Medicine

description:
Thesis Mentor: Peter Choi, PhD
Project Title: Investigating the p53-dependent effects of Cdc-like kinase inhibition

My project aims to elucidate the mechanisms through which Cdc-like kinases (CLKs) influence cellular responses to stress through the p53 pathway. Given their role in regulating alternative splicing, I am studying how specific splicing events may be central to understanding how CLKs drive cell fate decisions upon stress.

position: VP of Operations

company: Penn Biotech Group

description: Collaborate with fellow e-board members to execute tasks that ensure consistent growth, track metrics for organizational success, and launch initiatives that build community and brand recognition on Penn's campus.

description: Led a small team in service of an large international biopharma client interested in identifying novel molecular targets for antibody-mediated rejection. In this role, I curated weekly assignments to guide team members in the production of deliverables that moved the project forward and developed a framework that allowed us to recommend optimal targets to pursue.

position: Pro-Bono Life Science Consultant - Team Member

description:
Spring 2024: Conducted competitive analysis and coordinated primary research effort to aid biotech client in marketing and pricing strategy for new virology product.

Fall 2023: Collaborated with other trainees from various backgrounds to develop an ‘evergreen’ database with relevant literature powered by novel AI technology.

position: Undergraduate Research Assistant - Farkas Lab

company: University of Massachusetts Amherst

description:
Faculty Mentor: Michelle Farkas, PhD

Conducted research studying macrophage polarization in the context of breast cancer, developing novel cellular tools to visualize their interactions. Using molecular biology, cell culture, and microscopy techniques, we were able to assess how macrophages are influenced by factors released by breast cancer cells, pointing to potential therapeutic avenues to reprogram their activity.

position: Resident Assistant

description: Organized events for students living in residence halls that belong to a specific residential cluster. I also supported students academically, socially, and emotionally, referring them to resources and offering a safe space to share their grievances.

position: Supplemental Instructor

description: Led group review sessions for specific STEM courses twice a week and prepared worksheets replete with practice problems and study tips. As a peer mentor, I also served as a model for incoming instructors and help them plan their own sessions by setting goals and implementing effective teaching strategies.

evidence_experience: "Led a small team in service of an large international biopharma client interested in identifying novel molecular targets for antibody-mediated rejection" - describes client delivery work, not internal firm knowledge ownership.

resolved_account_name: Campana & Schott


Sanna Turesson

publicIdentifier: sannaturesson

sourced_title: Senior Learning Development Consultant

firm: Mannaz I Consulting & Learning

headline: Senior L&D-Consultant | Design & Facilitation | Executive Coaching | Change processes

about:
Over 15 years of experience in the field of L&D and leadership development. I am dedicated to create and deliver strategic important and highly engaging learning experiences. I design and facilitate leadership programmes across formats. My expertise spans leadership development, change processes, group development, facilitation and coaching.
Certified in PROSCI, EMCC, LUMINA, MBTI, and GDQ.

Professional Experience
Senior Consultant, Learning & Development Mannaz Consulting | Sep 2021 – Present
Design and facilitate leadership development for Nordic clients with global outreach. Have worked closely with a client undergoing rapid growth and transformation, leading the design and delivery of large-scale leadership programmes in collaboration with a team of consultants.

Co-Creator
Emerging | 2019 – 2021
Co-founded a remote-first organisation. Developed digital-first ways of working and supported organisations in navigating during COVID-19.

Managing Director Sweden  | Head of Business Development Sweden
PlanB / Mannaz | 2013 – 2018
Worked with leadership development, systemic process consultation, and group development. Following the acquisition of PlanB to Mannaz, I led the Swedish business as Managing Director and Head of Business Development.

Founder
Forumbyrån | 2012 – 2021
Founded and led a company specialising in forum theatre and interactive scenarios. Created and delivered our service for over 100 municipalities across Sweden, half of all the Country Administrative Boards, The Swedish Agency for Economic and Regional growth, Lunds University and more.

Core Competencies
Leadership Development
Learning & Development
Learning Design (online, blended, in-person)
Group Development & Conflict Management
Coaching (EMCC certified)
Systemic Process Consultat

position: Senior Learning Development Consultant

company: Mannaz I Consulting & Learning

position: Senior consultant; facilitating learning, leadership and group development

company: Emerging

description:
www.emerging.earth
We facilitate learning -for leaders, teams, organisations who wants to contribute to a sustainable world. We are a tight team in Scandinavia and collaborate with a global network.

position: Chef och grundare

company: Forumbyrån ab

description:
Forumbyrån ligger i gränslandet mellan dokumentärt gestaltande, fiktion, innovation, lärande och konceptualisering.
Forumbyrån är byggt från idé till lönsam verksamhet, tillsammans med ett internt team där framförallt två professionella skådespelare -Magnus Schmitz och Pär Malmström har varit centrala.

Jag leder strategiskt och dagligt arbete. Jag driver försäljning, för goda samtal med beställaren kring syfte, mål och effekt, intervjuar berörda intressenter, utvecklar och skriver forumscener

position: Process leader, facilitating Future Design courses and processes

company: Bespoke Copenhagen

description:
I am associated process consultant to Bespokecph.com. We are a Copenhagen based Strategic
Foresight & Experience Design firm empowering courageous organisations and individuals to use the future as a source of hope and inspiration for the present.
We help organisations map future landscapes, unfold creative potential
and create new meaningful products, services and culture.

We facilitate Future Design courses and here is the link to the next one that we are doing in Malmö:

position: VD för Mannaz Sverige, chef för Business development

company: Mannaz Sweden - former PlanB

description:
Huvudansvarig för hela konsult- och utbildningsverksamheten i Sverige, och operativt ansvarig för sälj och tillväxt. Daglig ledare på kontoret för anställa och associerade konsulter. Projektleder mångmiljonupphandlingar inom organisationsutveckling/innovation/förändring/ledarutveckling med ansvar för innehåll, design och budgetarbete med team på tvärs av kompetens och landsgränser.
Sitter i den internationella ledningsgruppen och bidrar till integrationsarbetet mellan våra verksamheter i Malmö,

position: Seniorkonsult, Client Director

description:
Ansvarar för arbetet att utveckla och leverera flera ledarutvecklingsprogram på olika nivåer för NCC i Norden. Arbetar även regelbundet med Malmö Stad och Lunds Universitet.

Utvecklar och genomför insatser för ledarutveckling, processledning, utbildningsprogram och coaching. Ofta med fokus på att höja målgruppens eget ägarskap om de beteenden som stöder verksamhetens mål exempelvis genom proaktivitet, ökad medvetenhet, stöd till samarbete, konstruktiv feedback.

Arbetar även med konflikthanter

position: Skådespelare

company: Yellow Bird

description: Spelar läkaren Ilona Bellgran i Wallander lll, filmerna Saknaden, Mordbrännaren, Sorgfågel.

company: Teater Foratt

description:
En av tre skådespelare i Nine parts of desire av Heather Raffo.
Samarbete med Parvin Ardalan. Regi av Niclas Sandström

content: Join us tomorrow in Malmö for Sarah Freiesleben’s book release of “The Opposite of Noise.” I promise you´ll learn something new—hope to see you there!!

content:
A meaningful, energising, and fun spring with Gränges Europe, SEB, NCC, European Spallation Source ERIC, and Nordic Bioscience  is coming to a close.
Their contexts, businesses, and markets are very different. And yet; the human need for development is the same — and has only increased in the age of AI.
Leadership, teaming, sensemaking, change, inspiration and alignment are at the core of what hel

evidence_experience: Design and facilitate leadership development for Nordic clients with global outreach... Have worked closely with a client undergoing rapid growth and transformation, leading the design and delivery of large-scale leadership programmes

resolved_account_name: Mannaz I Consulting & Learning


Dr. Daniel Szopinski

publicIdentifier: danielszopinski

sourced_title: Vice President - Business Transformation

headline: German Precision. U.S. Velocity. | Driving impactful transformations for better patient health outcomes

about:
Organizations don't need strategies for AI — they need strategies for people using AI. That belief has shaped over a decade of work bridging business and technology — the last four years exclusively in life sciences.

As a member of the U.S. leadership team of a boutique life sciences consultancy in New York, I built and scaled operations combining German precision and U.S. velocity — leading 30+ digital, data and AI initiatives across top 10 pharma, with P&L ownership and direct advisory to C-suite leaders across pharma, biotech, and medtech.

Working at the intersection of commercial strategy and digital, data & AI — helping life sciences clients navigate uncharted leadership moments: high-stakes challenges without a clear map, where speed and structure matter as much as the solution. Bringing clarity, co-creation, and momentum to teams moving fast but not always together.

PhD in Information Systems. Worked across Europe, the U.S., and China.

📍 North Rhine-Westphalia, Germany / Amsterdam, Netherlands · Always eager to exchange ideas, explore new perspectives, and get stuff done — ultimately improving patient health outcomes.

position: Life Sciences Catalyst

company: German Precision. U.S. Velocity.

description: Helping pharma, biotech, and medtech teams navigate high-stakes digital, data & AI transformations. Collaborating with Campana & Schott Inc. (New York) bridging Europe and North America.

company: Campana & Schott

description: As part of the U.S. leadership team, helped build and scale operations of a life sciences-exclusive boutique consultancy — combining German precision with U.S. velocity and contributing to multi-year, double-digit revenue growth. Personally led 30+ digital, data and AI initiatives across emerging and established top 10 pharma, with full P&L ownership and direct advisory to C-suite leaders across pharma, biotech, and medtech.

position: Managing Consultant - Business Transformation

description:
- Launched and managed a $1B+ digital customer experience portfolio for a top 10 pharma, creating scalable governance and KPI frameworks across multiple business units and functions to enable repeatable execution.
- Advised Commercial Leadership Team and the Chief Information Officer of a top 10 pharma on a digital solution for the top 120 strategic enterprise accounts across four therapeutic areas delivering actionable insights and improved sales ROI.
- Transformed data management and governanc

position: Senior Consultant - Business Transformation

description:
- Directed U.S. data, digital, and technology integration of a $1.9B late-stage biotech acquisition by a top 10 pharma, ensuring regulatory compliance, operational readiness, and on-time FDA launch.
- Led transatlantic infrastructure buildout for a high-growth EU biotech, harmonizing four U.S. R&D hubs with European HQ systems as part of a global enterprise strategy.
- Established a Global Project Management Office for a Fortune 500 medical distributor, aligning 350+ initiatives across 12+ divis

position: Adjunct Professor

company: Fordham University

description: Taught an experiential MBA course at the Gabelli School of Business for up to 30 graduate students, focusing on digital business model innovation through value proposition design, hypothesis-driven business experiments, and rapid prototyping.

position: Research Associate

company: Universität Paderborn

description:
Spearheaded the "Business Model Innovation" research area during my PhD, initiating, planning, and executing research projects, including managing a coding team to prototype MVP artifacts for experiments.
- Directed research on business model innovation with 15+ international partners, resulting in 5 peer-reviewed journal publications, 25+ presentations at leading international conferences, 650+ citations, contributing to securing a €10M grant
- Taught personal and professional skills in innovat

company: CRC 901 "On-The-Fly Computing"

description:
The objective of CRC 901 – On-The-Fly Computing (OTF Computing) – is to develop techniques and processes for automatic on-the-fly configuration and provision of individual IT services out of base services that are available on world-wide markets.
- Developed an architectural framework to improve understanding of OTF market complexities, while aligning market participants in terms of structure, behavior, and variability across platform layers
- Led research on modeling languages and software tool

position: Founder & Web Designer

company: Daniel’s Web-Factory

description: Programmed websites with the content management system Typo3 in more than 50 projects for customers, some of whom I have worked with for more than 15 years, from industries as diverse as service, construction, and retail.

evidence_experience: "Personally led 30+ digital, data and AI initiatives across emerging and established top 10 pharma, with full P&L ownership and direct advisory to C-suite leaders across pharma, biotech, and medtech" and "Transformed data management and governance for a top 10 pharma, improving value and quality for 20M+ data records, enabling AI-ready infrastr[ucture]" - all describes work sold to and delivered for clients, not internal firm knowledge/AI management.


Ziato Patoma

publicIdentifier: ziato-patoma

sourced_title: Consultant - Finance and risk

firm: Square Management Luxembourg

headline: Senior Consultant - Finance & Risk at Square Management

company: CACEIS

description:
I) Analysis, monitoring and reconciliation of PERES asset portfolios:

- Analysis of various portfolio transactions, recording and validation in the Efront system;
- Early communication with the client to analyse transactions in advance, review investment documentation and maintain the custodian portfolio;
- Detailed analysis of investment agreements for the private equity fund right through to its final target, across all types of strategies;
- Identification of income streams from targets and/

position: Consultant - Finance and risk

company: Square Management Luxembourg

position: Tax reclaim Advisor (On behalf of Square Management Luxembourg)

company: BNP Paribas Asset Management

description: Following a key decision by the German Federal Tax Court (BFH) on 21 August 2024 allowing foreign investment funds to claim a refund of dividend taxes unduly paid between 2004 and 2017, on the grounds of discrimination under European law, I am working on gathering the documentation to be sent to the German tax authorities, forwarding this documentation, following up the files and invoicing once the money is available in the management company's account.

position: AML/CFT & KYC Internal Controller (On belhalf of Square Management Luxembourg)

company: Inovalis

description:
The objective of this assignment was to identify any regulatory discrepancies between this Real Estate Fund Manager's internal procedures and the regulations in force imposed by the Luxembourg regulator, the CSSF, and the Alternative Investment Fund Managers Directive (AIFMD) in terms of AML/CFT and KYC.

A report including regulatory deviations requiring immediate compliance and best practice recommendations was produced and presented to the Board of Managers.

position: Business Analyst (On behalf of Square Management Luxembourg)

company: Edmond de Rothschild

description: I worked on a private equity fund migration project for Banque Privée, Edmond de Rothschild (Europe). The aim of the assignment was to ensure that, in the internal management system, clients' positions in private equity funds were reflected in terms of the number of shares and no longer exclusively in nominal value.

position: Auditor - Private Equity & Real Estate

company: Deloitte

description:
Assisting Audit Seniors/Managers in the performance of complex audit assignments and investigations, often undertaking specific elements of the assignment with minimal supervision. Completing allocated work within required time and budgets and to required quality standards.

• Design audit approaches, conduct field audit engagements, lead audit teams

• Participate in the completion of client annual reports and interact with clients to discuss field audit issues

• Utilizing specialized audit so

position: Client management

company: Securex

position: Communication Assistant

company: Stanley/Stella

evidence_experience: "Private Equity & Real Estate Consultant (on behalf of Square Management Luxembourg) @ CACEIS" and similar client-embedded roles across Tax reclaim Advisor, AML/CFT & KYC Internal Controller, Business Analyst, and Auditor positions - all delivering services to external client organisations with no internal knowledge/AI/governance ownership.

resolved_account_name: Square Management Luxembourg


Lucas Foster

sourced_title: Senior Associate Data Analyst

firm: Crew

headline: Senior Associate Data Analyst

about: Data Scientist with 3 years of experience in developing and implementing data-driven solutions to solve business challenges. Proficient in statistical analysis, ETL processes, and data visualization tools to extract actionable insights and support strategic decision-making. Experienced with SQL, SAS Studio, R Studio, Python, Tableau, PowerBI, SAP Services, DBT and other Ingestion, analytics, and visualization tools. Passionate about using data to drive business success through innovative problem-solving and clear, impactful communication of findings.

position: Senior Associate Data Analyst

company: Crew

description:
Client Projects:
-CHS 2023-2025
Led end-to-end development of the BOBJ (Business Objects) modernization project, driving the retirement of legacy Crystal Reports and migrating to a scalable, Azure-based reporting architecture. Leveraged SQL, DBT, and Power BI to build data solutions that improved reporting efficiency and delivered actionable insights across the organization.
-Ecolab 2025 -

position: Data Scientist

company: Colle McVoy

position: Student

company: Babson College

position: Marketing Analyst intern

company: Road Machinery & Supplies Co.

description: For the rest of the 2021 summer I worked at RMS, a heavy machinery distributor. While at RMS, I helped their marketing and sales teams with a variety of projects that included: data organization, analytics and analysis on their marketing and sales data using R Studio, market research, helping with SEO and strategic marketing, presenting findings to superiors with Tableau visualization, content creation through email campaigns and premier pro, and implementing a fleet management system. RMS provi

position: Warehouse Team Member

company: RAVE Sports

description: At Rave, I worked on almost every level of the supply chain going from manufacturer arrivals, inventory, distribution, storage, Individual and wholesale, packing, shipping, and returns. I gained valuable knowledge of how a warehouse operates.

company: Coolibar, Inc.

description: At Coolibar, I worked on almost every level of the supply chain going from manufacturer arrivals, inventory, distribution, storage, Individual and wholesale, packing, shipping, and returns. I gained valuable knowledge of how a warehouse operates.

position: Window Cleaner

company: Squeaky clean

description: I founded and ran my own window washing business during my high school summers to gain experience in running and financing my own business. I had over 40 clients that I gained through marketing my business and providing value to my costumers.

evidence_experience: "Led end-to-end development of the BOBJ (Business Objects) modernization project, driving the retirement of legacy Crystal Reports and migrating to a scalable, Azure-based reporting architecture" for client CHS.

resolved_account_name: Crew


Jana Müller

sourced_title: Senior Managerin I Head of Practice Division Transformation of Business

headline: Shaping the future of life & work ****  Leadership I Processes I Collaboration I Workspaces

company: Campana & Schott

position: Senior Account Manager

position: Management Consultant

position: General Manager:in

company: Unpaid Care Work

position: IT-Management Consultant

company: Cirquent heute NTT DATA Group

content: Interessante Gespräche und eine gute gemeinsame Zeit wünsche ich euch Kai Wilhelm Svenja Höfler Jannis Grüneboom und natürlich allen TeilnehmerInnen.

evidence_experience: "We advise on making central business areas fit for the future and leading complex business transformations to success. This involves creating future-proof strategies, new business models and digital innovations."


Heidi (Heike) Nguyen

publicIdentifier: heike-nguyen

headline: IT Transformation & Project Management

position: Consultant

company: Ecosystemizer

description: Ecosystemizer is helping business leaders navigate complex business ecosystems with ease to grow their businesses by using the Ecosystemizer management framework. This intuitive toolset allows companies to understand, strategize, and design ecosystems.

position: Trainee | Membership Engagement & Events

company: GACC Midwest - German American Chamber of Commerce of the Midwest, Inc.

description:
- Developed new digital event formats in times of social and physical distance and piloting these formats including setup, test run and speaker assistance
- Created online event newsletter and promotion flyer as well as presentations for events and workshops
- Administered the membership database and maintain accurate records for all GACC Midwest members
- Actively liaised with existing and new members at events and maintained business relations

position: Working Student | Corporate Development

description:
- PMO and team member in a rollout project of a framework for cross-departmental collaboration
- Coordinated workshops and status calls and prepared steering committee documents for the top management
- Project-based work and research

position: Working Student | Human Resources Marketing and Recruiting

company: PwC Deutschland

description:
- Researched new partnerships with university chairs and student associations
- Supported in selection of candidates for PwC´s abroad program "Create An Impact"
- Administrated and prepared relationship partner meetings for recruiting activities in the eastern German region

position: Student Consultant (volunteer experience)

company: BCPro e.V.

description:
- Executed assessment center for new members including onboarding
- Acquired new training opportunities for BCPro

position: Part project lead (volunteer experience)

description: - Hosted a national congress for student consultancies, including acquisition of companies, vendors and sponsors and organizing accommodations for 400 students and partners.

evidence_experience: "Senior Consultant | IT Transformation Management @ Campana & Schott" and prior "Consultant | Project, Program & Portfolio Management" - both describe client-facing transformation/PM consulting work with no internal knowledge/AI ownership remit mentioned.


Veekash Badal

publicIdentifier: veekash-badal

sourced_title: Lloyd's Risk and Actuarial

firm: Milliman UK

headline: Partner at Milliman | Risk & Actuarial | Lloyd's and London Market expertise| Chief Actuary and CRO

position: Lloyd's Risk and Actuarial

company: Milliman UK

position: Lloyd's, Risk and Actuarial

company: Milliman

position: Chief Risk Officer and Chief Actuary

position: Chief Actuary

company: Jubilee Managing Agency Limited

company: Whittington Managing Agency

position: Head of Capital

company: Lloyd's

position: Head Of Pricing

company: Swiss RE UK

position: Head of Reserving

content: Well deserved Charlotte Halkett!

evidence_experience: Chief Risk Officer and Chief Actuary @ MARKETFORM/Neon (Lloyd's Managing Agency); Head of Capital @ Lloyd's - all actuarial/risk domain roles, not knowledge/AI/IP-reuse function ownership

resolved_account_name: Milliman UK


Denis NSAKA

sourced_title: Senior Manager - Risk and Finance

headline: Senior Manager - Advisory & Finance Transformation | Audit | IFRS | Banking & Insurance | Regulatory Reporting

position: Senior Manager - Risk and Finance

company: Square Management Luxembourg

company: EY

position: Senior Consultant - Financial Accounting Advisory Services

position: Financial Auditor

company: KPMG Canada

position: Consultant Information - Governance - Risk - Compliance

company: Atos

evidence_experience: Manager - Financial Accounting Advisory Services (FAAS) at EY; Financial Auditor @ KPMG Canada - all roles are client-facing audit/finance/risk advisory delivery with no internal-function ownership stated.


Heidi Geenen

sourced_title: Manager Learning & Development

headline: Learning & Development | HRD

about:
Kenmerkend voor mij is verbinden. Met nieuwsgierigheid en een kritische blik, analyseer en ontrafel ik een vraagstuk en leg van daaruit (nieuwe) verbindingen. Dat kan zijn door het verbinden van informatie, processen en systemen. Maar ook door het verbinden van mensen.
Ik beschik over goede communicatieve vaardigheden en ben mensgericht. Dit stelt me in staat om anderen te betrekken en goede samenwerkingsrelaties op te bouwen.
Deze eigenschappen, aangevuld met een klantgerichte en resultaatgerichte houding, stellen me in staat om een bijdrage te leveren aan de optimalisatie van werkprocessen en te komen tot een effectievere inzet van kennis en kunde.

position: Manager Learning & Development

company: Crowe Nederland

position: Teamlead Learning & Development

company: BAS

position: Sr. Training  & Development Specialist

company: DAF Trucks NV

position: Learning & Development Manager a.i.

company: Bavaria

description:
Vervangend Learning & Development manager
Projecten: Inrichting Bavaria Academy, Doorontwikkeling Leiderschapsprogramma,

position: Docent HRD a.i.

company: Avans Hogeschool

description: Interim docent voor het vak Human Resource Development.

position: HR Adviseur Learning & Development

company: Jumbo Supermarkten

description:
Identificeren van ontwikkelbehoeftes binnen de organisatie en
op basis daarvan ontwerpen, ontwikkelen, implementeren en
evalueren van opleidingen en trainingen en andersoortige
leerinterventies voor alle doelgroepen binnen Jumbo.
Projectmanagement voor o.a.  Digitaal leren (e-learning, games, blended) MTO, vakgerichte opleidingen.

position: Service Support Manager

description:
Optimaliseren en monitoren van operationele ICT processen.
Zorgdragen voor optimale communicatie binnen, van en naar de afdeling ICT.

position: Junior Consultant

company: Colfield

description:
Diverse opdrachten binnen het Talent management programma van Young Colfield:
-  Fontys Hogescholen: Als projectmedewerker Facilitair bedrijf verantwoordelijk voor de inventarisatie en harmonisatie van de diensten van het facilitair bedrijf.
- Ceva Logistics: Inrichten van Service Level Management
 Organiseren van Service Level bijeenkomsten en evalueren van de dienstverlening.
- Jumbo Supermarkten: Inrichten Service Level management

content:
Ben jij een HR-professional die energie krijgt van het adviseren van het management én het versterken van de employee experience?

Als HR Business Partner ben je sparringpartner voor het management, werk je aan talentbehoud en groei en begeleid je de uitvoering van HR-beleid. Je schakelt tussen data en mensen en werkt samen met een team waarin mensen centraal staan en ontwikkeling voorop staat.

B

content:
Samen Sterker
Vandaag viel de nieuwste Nuance op de mat, het magazine van Crowe Foederer. Op de foto cover een foto van Chatilla van Grinsven en binnenin haar verhaal, maar ook dat van Samen Sterker. Het programma dat we sinds januari aanbieden aan al onze collega's op locatie bij Heroes Den Bosch.  Met lessen uit de topsport zet Chatilla onze collega's aan om zich verder te ontwikkelen en als tea

content:
Soms gaat een sollicitatie-outfit over veel meer dan kleding alleen.

Onlangs zamelden we met met Crowe collega's accessoires in voor Dress voor succes. Een organisatie die mensen helpt aan een passende outfit voor een sollicitatie. En hen daarmee op weg helpt naar werk en economische zelfstandigheid.

Benieuwd naar het volledige verhaal? Lees het in ons magazine Nuance of vraag het magazine grati

internal_vs_external: internal

evidence_experience: "Sr. Training & Development Specialist", "Learning & Development Manager a.i.", "HR Adviseur Learning & Development" - consistent HR/L&D career track, not knowledge/IP management.


Michael Kreick

publicIdentifier: michael-kreick

sourced_title: Head of Risk & Compliance

firm: Protiviti Switzerland

headline: Non-Financial Risk Professional ¦ Co-Solution Lead, Internal Audit & Financial Advisory at Protiviti Switzerland

about:
Based in Zurich, Michael provides Audit, Assurance, and Advisory services to global financial services organizations with a presence in the Swiss market. By leveraging cross-industry experience, Michael is effective in consulting stakeholders on the management of risk and controls, while targeting strategic goals and reducing effort and disruptions to daily business.

Current team efforts include:

-  Operational Resilience Compliance (e.g. DORA, FINMA 2023/01)
-  Financial Regulator Advocacy
-  AML / KYC Control Framework Design

____________________

Our work includes projects in Germany, Liechtenstein, Austria, Italy, Spain, France, Norway, Denmark, USA, UK and Ireland, for clients operating in:

     -  Wealth Management
     -  Fund Management
     -  Investment Management
     -  Management of Collective Assets
     -  Private Banking
     -  Insurance (Life / Non-Life)

company: Protiviti Switzerland

position: Head of Risk & Compliance

position: Chief Smoke Enthusiast

company: American Oak BBQ

position: Senior Manager - Financial Services, Technology Risk

company: KPMG Switzerland

position: Assistant Manager - Financial Services, Technology Risk

company: KPMG

position: Assistant Manager - IT Consulting

company: KPMG Deutschland

evidence_experience: "Based in Zurich, Michael provides Audit, Assurance, and Advisory services to global financial services organizations with a presence in the Swiss market" and "Our work includes projects in Germany, Liechtenstein, Austria... for clients operating in Wealth Management, Fund Management..." - entirely client-facing delivery work, no internal firm knowledge/AI function ownership.

resolved_account_name: Protiviti Switzerland


Shivani Trivedi

sourced_title: AML Compliance Analyst

firm: Crowe UAE

headline: Assistant Manager (Customer Experience Executive)

about:
✨ About me✨

As an AML Analyst, I work with diligence and integrity to ensure compliance and fight financial crime, helping to keep the financial ecosystem safe and transparent. My journey started with a strong foundation in accounting through my B.Com degree, where I developed a deep interest in finance, numbers, and ethical business practices.

🎓Currently, I’m pursuing my MBA in Finance and Marketing, expanding my understanding of financial strategies while also learning how brands connect with people — because I believe a perfect balance of analysis and empathy creates the most impact.

Every day, I strive to blend analytical skills with curiosity and care — whether it’s reviewing transactions, understanding customer behavior, or contributing to smarter compliance processes.

🌱 Looking forward to growing in the world of finance, risk, and strategy — while keeping my purpose rooted in integrity.
Let’s connect and grow together!

position: Assistant manager (Customer Experience Executive)

company: HDFC Bank

position: AML Compliance Analyst

company: Crowe UAE

position: Digital Learning Instructor

company: Saptarangi Group Trust

position: Physical educational tutor

company: SV EDUSPORTS PRIVATE LIMITED

content:
Continuous learning is a core part of staying sharp in an ever-changing financial landscape. I recently completed the "Understanding Financial Markets" certification from the University of Geneva via Coursera.
The course provided excellent insights into how market forces, regulatory frameworks, and financial instruments interact—knowledge that directly strengthens my approach to risk and complianc

internal_vs_external: unclear

evidence_experience: "As an AML Analyst, I work with diligence and integrity to ensure compliance and fight financial crime" and "reviewing transactions, understanding customer behavior, or contributing to smarter compliance processes."

resolved_account_name: Crowe UAE


Jing Peng

sourced_title: Senior Research Scientist (Director)

firm: Avalere Health

headline: Senior Research Scientist

about: Senior analytics leader with 14+ years of experience in healthcare data science and market access, currently Senior Research Scientist at Avalere Health. Leads large-scale claims analysis across Medicare, Medicaid, and commercial data to generate real-world evidence, assess treatment patterns, and identify access and reimbursement barriers. Combines strong technical expertise in SAS/SQL and statistical modeling with proven leadership in managing teams and delivering actionable insights to clients.

position: Senior Research Scientist

company: Avalere Health

description:
• Market Access Analytics: Part D data analytics, Healthcare Resource Utilization and Expenditure, SDOH Analyses, Patient Affordability, Line of Therapy (LOT) analysis, Diagnostic Testing, Adherence and OOP analytics.
• Managed firm-wide feasibility analysis group and a team of 14 programmer analysts to ensure compliance with DUAs and consistent delivery.
• Developed reusable analytic programs and trained staff to increase project efficiency, profitability, and consistency across engagements.
•

position: Data Scientist

company: CORMAC

description:
• Design, develop, and implement research methodologies and advanced data analytic techniques to evaluate compliance with quality measure indicators for Post-Acute Care Quality Reporting Programs at CMS.
• Conduct data replication studies and critically assess statistical methodologies used to generate study findings using SAS and RStudio.
• Provide technical consultation on the design of data processing systems, defining required inputs and outputs, and establishing validation and quality contr

position: Statistician

company: Integrity Management Services, Inc.

description:
• Designed and implemented advanced algorithms to detect potential CMS Medicare and Medicaid fraud, waste, and abuse using spike detection models, impossible days analysis, excluded provider analysis, data mining techniques, and statistical outlier detection.
• Developed post-payment, rule-based claims review algorithms that identified fraudulent billing patterns and improper payments, contributing to the recovery of millions of dollars in funds for the U.S. Department of Health and Human Servic

position: Statistician Intern

company: MedStar Health

description:
• Provided statistical support for clinical trial study design and proposal development, collaborating with data management teams to develop study questionnaires and data collection instruments.
• Utilized SAS, SQL, and other statistical software to program and conduct analyses for clinical trials and epidemiological studies, and provided consultation on data interpretation.
• Performed data cleaning, coding, management, and statistical analysis using Medicare and Medicaid datasets.
• Collaborat

position: Graduate Teaching Assistant

company: George Mason University

description:
• Delivered instruction on core statistical concepts and practical applications using SAS and Minitab 15 to undergraduate students.
• Developed the ability to explain complex statistical concepts in a clear, structured, and accessible manner, enhancing student comprehension and engagement.

position: Research Assistant

company: Sense About Science USA

description:
• Conducted numerous media critiques and in-depth analyses incorporating statistical evaluation and interpretation.
• Strengthened analytical writing, critical thinking, and communication skills through structured research and evidence-based argumentation.

company: George Mason University - Schar School of Policy and Government

description:
• Developed a comprehensive statistical model of global demographic data (1955–2003) in SAS, covering all countries with populations exceeding 500,000; validated key variables to ensure data integrity and publication readiness.
• Designed a specialized sub-model for African countries derived from the primary dataset, identifying and testing new coefficient variables that significantly improved model accuracy and predictive performance.

evidence_experience: "Managed firm-wide feasibility analysis group and a team of 14 programmer analysts to ensure compliance with DUAs and consistent delivery. Developed reusable analytic programs and trained staff to increase project efficiency, profitability, and consistency across engagements." - this is about client engagement delivery efficiency, not internal knowledge/IP-reuse governance.

resolved_account_name: Avalere


Kathleen Maria Simba

publicIdentifier: kathleen-simba

sourced_title: Data Analysis Senior Associate

headline: Business Analyst | MSBA Candidate

about:
I am a recent graduate from the Carlson School of Management at the University of Minnesota Twin-Cities. I graduated with a degree in Management Information Systems and minors in Business Analytics & Strategic Management. I am currently employed as a Data Analysis Associate at Turnberry Solutions.

I have a passion for technology and its ability to solve everyday problems and drive efficiency both in and out of the workplace. As an international student, I am constantly exposed to new cultures and am comfortable with change. Due to this, I have gained a broader perspective, enjoy learning, and can communicate and collaborate effectively with diverse groups of people.

I am seeking the opportunity to further develop and demonstrate my skills and would love to connect with you!

position: Graduate Student

company: UMN Carlson School of Management

position: Data Analysis Senior Associate

company: Crew

description:
Manufacturing Client
- Serve as the lead analyst on a strategic product initiative projected to double product offerings and increase sales by up to 25%, aligning cross-functional stakeholders to deliver scalable solutions and high-impact business value.
- Drive the creation and development of detailed product and technical specifications, including configuration rules for our Configure-Price-Quote (CPQ) system.
- Investigate and triage defects, collaborating with development teams to prioritize

position: Associate Consultant

company: Carlson Ventures Enterprise

description:
- Generated 8 product launch recommendations, utilizing 20+ exploratory interviews and competitive analyses involving 90+ companies.
- Led demographic, competitor, and risk analyses with MBA students successfully validating client proof of concept.
- Presented findings and recommendations to our client’s executive team, demonstrating a deep understanding of market dynamics and consumer behavior trends in the sustainability sector.

position: Business Communication Teaching Assistant

company: University of Minnesota - Carlson School of Management

description:
- Participate in weekly meetings to discuss grading requirements and class content for 30 international students
- Assist the instructor in managing the evaluation of course assignments and developing feedback
- Engage with students in one-on-one sessions to improve their written and spoken communication skills

position: Intro to Info Tech in Business Peer Assistant

description:
- Participate in weekly meetings to discuss grading requirements and create quiz questions for 90+ students
- Attend weekly classes assisting the professor with class materials and assisting students with content
- Engage with students one-on-one during weekly office hours to better improve their understanding of the course materials and report student performance to the professor

position: Co-Chair

company: CoMIS

description:
- Recruit and manage a 10 person organizing committee to ensure individual success and achievement of overall goals.
- Secure 20+ competing teams; manage registration, handle inquiries, and collaborate with co-chair to ensure successful acquisition.
- Strengthen committee productivity and satisfaction by developing realistic performance improvement objectives.

position: Director of Competition

description:
- Surveyed multiple stakeholders and gathered requirements used to define competition logistics and regulations.
- Authored committee constitution defining individual & group duties, essential processes, and financial matters.
- Succeeded in hosting a 3-day MIS Case Competition hosted by the Carlson School of Management with 14 participating teams.

position: Vice President

company: Philippine Student Association of Minnesota (PSA)

description:
- Facilitate 50+ meetings per semester with the executive board ensuring that goals and deliverables are fulfilled
- Collaborate with other board members and affiliate groups to successfully execute 10+ events each semester with participants ranging from 25 to 200+ people; events included cultural workshops, discussions, fundraisers, and festivals
- Conduct meetings with student groups and non-profit organizations as the representative of PSA; meetings resulted in partnerships, collaborations, a

evidence_experience: "Serve as the lead analyst on a strategic product initiative... Drive the creation and development of detailed product and technical specifications, including configuration rules for our Configure-Price-Quote (CPQ) system." - all work is delivered for/at a named manufacturing client, not internal to their own firm.


Sammy R.

publicIdentifier: sammy-rakasi

sourced_title: Data Entry Specialist (Operations)

firm: TeleSolv Consulting

headline: Data Management Specialist @ TeleSolv Consulting | MSBA Candidate @ Georgetown University

about:
I am a self-motivated and detail-oriented graduate with a Bachelor’s degree in Business with a concentration in Information Systems. I am working as a Data Management Specialist at TeleSolv Consulting, where I support the U.S. Department of Labor as a federal contractor. I am also currently pursuing a Master’s in Business Analytics.

I am a strong collaborator, interested and specializing in policy, sustainability, global and international affairs, management, consulting, marketing, and financial planning and strategy to drive growth in business and international environments. I have a strong work ethic, adaptability, exceptional interpersonal skills and can work effectively unsupervised while quickly learning new skills.

Feel free to reach out and connect!

position: Data Management Specialist

company: TeleSolv Consulting

description:
• Supporting the U.S. Department of Labor (W&H Division) as a federal contractor and following privacy compliance standards
• Transcribe, review, and analyze project data using Microsoft Excel
• Collaborate with team to propose, develop, and implement process improvements and solutions
•  Collaboratively help produce and analyze visualization reports in Excel to identify patterns and insights to improve overall performance
• Attend regular meetings with clients and senior leadership to prese

position: Business Analytics Certification Program Candidate

company: Harvard Business School Online

description:
• Completed an online, non-credit professional development certification focused on business analytics, decision-making, and real-world business case studies
• Applied analytical techniques to business scenarios using Excel modeling
• Earned a professional certificate after successful completion of the program

position: Business Experience Program Member

company: Forage

description:
• Completed multiple business case simulations across industries, including consulting, strategy, and finance with leading firms such as KPMG, Deloitte, Siemens and more
• Developed and applied critical business skills, including market research and strategic decision making through company-designed virtual projects
• Produced professional deliverables, such as business reports with proposed recommendations, that mirror tasks performed in the workplace

position: Social & Service Chair for Omicron Delta Kappa

company: Virginia Commonwealth University

description:
• Responsible for planning and implementing events to encourage the social interaction of the society
• Coordinated planning and implementation of service activities which are central to ODK
• Maintained the annual and ongoing service commitments of the VCU Circle, such as the ODK National Day of Service

position: Marketing Intern

company: GBCS Group

description:
• Researched new business leads to reach weekly, monthly, and quarterly targets
• Offered professional and creative support to clients
• Contributed with a creativity-focused approach in team meetings to develop various outreach strategies
• Created strategies that meet client expectations while meeting company standards

position: Management and Development Intern

company: Hope Magazine

description:
• Conducted market research and formulated new creative business strategies to identify areas of growth and innovation
• Researched, identified, and developed a proposal for potential brand partnerships focused on the target audience
• Developed financial strategies to enhance revenue generation and analyzed the impact of those strategies

position: Math & English Tutor

company: Eye Level Learning

description:
• Spearheaded one-on-one tutoring sessions for elementary aged children in English and Math
• Integrated effective communication, teaching, and writing skills through detailed progress reports to parents

position: Blogger

company: TheHOTH

description:
• Authored five articles per week on topics including advertising, automotives, aviation, economics, and creativity
• Participated in the editorial process to ensure quality content and client satisfaction while working with a professional marketing agency to enhance writing, research, and oral skills

content:
I am delighted to announce that I have recently joined TeleSolv Consulting as a full-time Data Management Specialist, supporting the U.S. Department of Labor as a federal contractor based in their Washington, D.C. location.

I am grateful and excited for this opportunity to further develop my strategic thinking and leadership abilities, as well as collaborating with a cross-functional team in thi

evidence_experience: "Supporting the U.S. Department of Labor (W&H Division) as a federal contractor... Transcribe, review, and analyze project data using Microsoft Excel" - purely client-delivery data entry work, no internal firm knowledge/AI function ownership.

resolved_account_name: TeleSolv Consulting


Warisha Islam

publicIdentifier: warishaislam

sourced_title: Artificial Intelligence

headline: Data | Discovery | Delivery

position: Artificial Intelligence

company: Crowe UAE

position: Machine Learning

company: Viewit (Techstars ‘23)

description:
Independently owned end-to-end lifecycle of two customer-facing digital PropTech products.

Valueit: Property valuation tool trained on ~15 years of Dubai sales & rental data, offering pricing transparency to help 1000+ buyers & investors make informed decisions.

Viewit Video Studio: AI-Powered walkthrough editor for real estate; streamlined video editing, increasing output & efficiency while enhancing listing engagement.

position: Web Development

company: Kode With Klossy

evidence_experience: "Independently owned end-to-end lifecycle of two customer-facing digital PropTech products" - Valueit and Viewit Video Studio are customer/external-facing tools, not internal firm knowledge management.


Evangelia Dziewiałtowska-Gintowt

publicIdentifier: evangelia-dziewiałtowska-gintowt

sourced_title: E-Learning Designer

firm: Kaizen Institute Western Europe

headline: Learning Designer at Kaizen Institute

about:
I am very well organized, proactive and hard-working, with great team spirit, communication, and training skills.  I am goal-oriented, motivated and considerably self discipline with very good education and working background.

As a learning consultant, I always do my best to recognize the learning needs, find the relevant training solution, create interactive blended training and deliver it in a positive and interesting way.

Looking for further international career development and new demanding objectives to accomplish.

Words which best characterize me as a Learning Consultant/Designer:
#communication #proper planning #commitment #positive attitude #interactivity #passion #creativity #proactivity

position: E-Learning Designer

company: Kaizen Institute Western Europe

description:
- Developing blended learning content with subject matter experts by using interactive tools, such as Easygenerator and Elucidat for e-learning development and Doodly for video creation.
- Taking advantage of new AI tools and features to improve\create training materials.

position: Learning Designer in KAIZEN™ Education department

company: Kaizen Institute

description:
- Developing and maintaining the corporate-wide learning initiatives based on the company’s core skills, key strategies, and culture change agenda.
- Creating training materials for internal and external usage.
- Assessing the impact of learning programs and continuous improvements of content and delivery, based on feedback and metric reporting.
- Testing, implementing, and managing the Learning Management System (Moodle, TalentLMS).

position: Learning Consultant in Learning and Development department - Enterprise Academy

company: Refinitiv

description:
- Onboarding of 100+ new staff, by taking care of administrative details and training of processes and procedures (individual&group training).
- Designing, developing and delivering of interactive workshops and new training materials (face-to-face and virtual).
- Creating, completing and editing e-learning stories and assessments in Storyline 2 and educational videos/playlists in Kaltura software.
- Working with different stakeholders to identify Customer Admin learning needs and proposing a

position: Executive Order Management Specialist in Customer Administration department

company: Thomson Reuters

description:
- Managing 50+ projects and difficult problems in related to clients' requests in a fast, time-oriented and effective way.
- Mentoring and advising 20+ new starters or less experienced colleagues on complicated issues or new requests.

description:
- Communicating and supporting the Customers’ Account Managers for giving product licenses to the clients, creating contracts, managing their orders and fulfilling the sales process through CRM-Siebel and Salesforce.
- Issuing invoices and correcting billing issues through SAP.
- Creating reports for the sales team and handling any other customer-related requests.
- Cooperation with internal and external stakeholders concerning the accurate and timely customer's order fulfillment.

evidence_experience: "Developing and maintaining the corporate-wide learning initiatives based on the company's core skills, key strategies, and culture change agenda." - this is L&D/training work, not knowledge/IP-reuse or AI governance.

resolved_account_name: Kaizen Institute Western Europe


David Vincent

sourced_title: President/CEO

headline: Analyze, Reengineer, and Accelerate!

position: President/CEO

disposition: QUALIFIED

primary_strip: A

band_reasons: ie_unclear; low_conf; company_concern

evidence_experience: No experience detail beyond the title and dates; no description of internal vs external function.


Christina Oxfeldt Foldager

publicIdentifier: christina-oxfeldt-foldager

sourced_title: Managing Consultant at SI Sustainability, Stakeholder Intelligence

headline: Executive Project Manager, Ramboll Management Consulting

position: Executive Project Manager, Stakeholder Intelligence

company: Ramboll Management Consulting

description: Leading internal strategic transformation and implementation projects in partnership with the executive team at Stakeholder Intelligence. Responsible for designing and executing organizational development initiatives across the organization and within the executive leadership team, with a strong focus on stakeholder alignment, project delivery, employee engagement, and change management.

position: Forælder på fuld tid

description:
Led the startup phase of our IT platform, CSRD Navigator, as Process Responsible, later as Product Manager. Currently responsible for internal business development as well as the customer success function within the product.
Additionally, work as part of the management team, leading several organizational development areas within the business unit Stakeholder Intelligence.

position: Managing Consultant at Solutions, Stakeholder Intelligence

description:
Platform Product Owner in our Platform Engineering team, enhancing DevEx and service architecture.
Process enabler, optimizing value across product teams, management, and new product startups.
Data protection responsible for our IT product, Heart&Mind, and member of the Rambøll Management Consultings Data Privacy Team, handling audit statements.

position: Senior Consultant at Solutions, Stakeholder Intelligence

description:
Platform Product Owner, part of our Platform Engineering team enhancing DevEx and service architecture.
Process enabler, optimizing value across product teams and management.
Data protection responsible for our IT platform, Heart&Mind.

position: Consultant at Public Quality Solutions, Stakeholder Intelligence

description:
System development on our Heart&Mind IT platform, including technical responsibility for our Norwegian platform.
Served as GDPR Coordinator for Heart&Mind in Denmark, contributing to the GDPR team in Rambøll Management Consulting to develop and implement compliant procedures.

position: Intern at Project IT, Stakeholder Intelligence

description: Managed data processes, developed reporting systems, and acquired technical expertise within our IT platform, Heart&Mind. Focused on data analysis and report generation.

company: Career Break

disposition: STRONG

primary_strip: B

evidence_experience: "Leading internal strategic transformation and implementation projects... Responsible for designing and executing organizational development initiatives across the organization and within the executive leadership team"; also prior role "work as part of the management team, leading several organizational development areas within the business unit Stakeholder Intelligence" and "Data protection responsible for our IT platform, Heart&Mind... member of the Rambøll Management Consultings Data Privacy Team, handling audit statements"


John Heinz

publicIdentifier: john-michael-heinz

sourced_title: Senior Data Analyst

about:
I graduated from the University of Minnesota with a double major in Management Information Systems (MIS) and Finance, and a minor in Business Analytics. My education has given me a strong foundation in understanding how data and technology intersect with business.

Currently, I work as a Data Analysis Associate at Turnberry Solutions \\ Crew, where I use data analytics to tackle real business problems. My role focuses on helping shape strategic decisions through data-driven insights -  and I am committed to finding practical solutions that drive results and contribute to the company's growth.

position: Senior Data Analyst

company: Crew

position: Data Analysis Associate

position: Data Measurement & Reporting Analyst

company: Cigna Healthcare

position: Information Technology Business Analyst

company: Great River Energy

description:
- Collaborating with fellow business analysts to identify and document business requirements and process improvements, essential for meeting customer expectations and ensuring project deliverables.

- Partnering with business analysts to execute business process changes and support the smooth implementation of applications, guaranteeing efficient adoption and utilization.

- Conducting thorough analysis, documenting findings, and reporting on current and evolving business information needs

position: Marketing Analyst

company: Bravo Studio

description:
- Conducted in-depth analysis of consumer engagement data, generating valuable insights and delivered compelling presentations to senior executives

- Utilized various forecasting techniques to predict customer engagement trends across various social media platforms

- Acquired and honed essential communication skills by overcoming language and cultural barriers, enabling effective collaboration with diverse stakeholders

- Gained a comprehensive understanding of fundamental business principles

content: I’m happy to share that I’ve been promoted to Senior Data Analyst at Crew!

band_reasons: disqualified; ie_unclear; company_concern; builder

evidence_experience: "My role focuses on helping shape strategic decisions through data-driven insights" - generic business analytics work with no mention of internal knowledge, IP-reuse, or AI-on-knowledge-base function ownership.


Shyam Kadari

publicIdentifier: shyamkadari

sourced_title: Strategy, Consulting and Architecture in Data, Platforms/Applications, Cloud, AI, GenAI

firm: Infosys Consulting

headline: Cloud, Data, Analytics, AI/ML, LLM, local LLMs and Generative AI

about:
I am skilled in recognizing customers' challenges (business and technical aspects) and offer solutions through a strategic approach, advisory, advanced architecture, and professional guidance. My expertise ranges from application engineering to cloud, data, AI/ML, eliciting requirements, BRD, use cases, and analytics/visualization.

I possess knowledge in various domains such as retail, CPG, BFS, life sciences, healthcare, pharma, insurance, media & entertainment, technology, travel services, manufacturing, IOT, & supply chain.

For two decades, until 2010, I specialized in application engineering for IOT, hardware, networking, security, and firewalls, delivering highly scalable and reliable solutions. However, my interest shifted towards Cloud and Hadoop around 2010, with Cloud offering infrastructure scalability and Hadoop enhancing data processing scalability. I successfully set up a Hadoop cluster at home with Lenovo laptops (8 GB RAM), CentOS, and Hadoop 0.8, which inspired me to solve significant data challenges and implement business-driven use cases with Big Data, and the cloud (starting with AWS, Azure, and GCP).

I have experience working with over 125 major clients, offering data architecture and firsthand consulting services to over twenty-five customers. As a leader and expert in AI and Data Engineering, I create roadmaps, evaluations, and future-proof architecture and design secure, scalable products that deliver innovative and cost-effective solutions for clients.

I have incubated Cloud and Data Practices, grown revenues, built high-performance teams, and developed assets and accelerators. My unique and proven thought process on developing data practices and teams can transform any company into a "data-driven organization."

I led global teams of exper

company: Infosys Consulting

description:
As a Management Consultant, I drive end-to-end transformation initiatives across data, application engineering, and business technology landscapes. I partner with enterprise clients to deliver actionable strategies and scalable solutions in legacy modernization, modern data & platform architecture, advanced analytics, AI/GenAI integration, and master data management (MDM).
With a strong blend of strategic advisory and hands-on implementation expertise, I bridge the gap between business objective

position: Technical Advisor Cloud, Data, AI/ML, Generative AI, Analytics and Platform Engineering

company: Dallas Venture Capital

description:
Technical Advisor to Dallas Venture Capital.
Dallas Venture Capital (DVC) is a Dallas-based early-stage venture fund investing in cloud infrastructure, Artificial Intelligence/Machine Learning, Generative AI, mobile, XR, and other emerging technologies with at least $1M in recurring revenue.
 Provide strategic and technical advice to the firm during the sourcing and due diligence phase.
Guiding business development, product, architecture, and technology strategy for our portfolio companies throu

position: Lead Solutions Architect - Data, AI and GenAI

company: evolv Consulting

description: Providing strategy, architecture and solutions to clients in cloud, data, advanced analytics, AI, and GenAI. Led the implementation of next generation data architecture in Snowflake.

company: Syndicate AI Labs

description:
Architecting & design of SAIL, The World’s First Unified Data & AI Syndication Platform
The architecture of various AI products, including Foundry AI & Salient AI.
Providing solutions to customers in data architecture, AI/ML, and GenAI leveraging Syndicate products and open-source.
Enterprise document prep (PDF, MS docs, text, CSV, JSON, etc.) Model fine-tuning, RAG, chunking documents, vector database, embedding, prompt engineering.
	GenAI use case identification and prioritization, enterprise

position: Vice President Global Head Cloud,  Data & AI/ML

company: Ascendion

description: As the leader of Ascendion's Cloud, Data, Analytics & AI Practice I incubated and grew it. I successfully collaborated with account managers and vertical leaders to expand our customer base, reaching out to CIOs, CDOs, Analytics & AI leaders, and business leaders across the United States. Our collective efforts grew Data Practice revenues from under $1M in 2020 to multi-million dollars by 2023. We significantly increased revenues for existing and new customers through MSA, SOW, and delivery arch

position: Senior Sales Executive Communications, Media & Technology - NA

company: Cognizant

description:
Generated $8M net new revenues in the first twelve months with an average GPM of 45%.

Played both hunting and farming roles focusing on Technology vertical East Coast prospects/customers. Focused on Data, Analytics, Cloud, IOT, Digital Engineering, Digital Transformation, quality assurance/engineering, RPA, infrastructure, Product Development, UI, & Legacy Modernization.

position: Vice President Technology & Services -  Practice Leader Cloud, Data & AI Practice

company: Saggezza

description:
I Incubated and led the Cloud & Analytics practice, generated revenues of about $5M with 30% GPM, and developed positive P&L. I was Responsible for practice P&L, business development, solution architecture, practice growth, team development, and delivery.

Developed GTM, Data practice growth plan and “collateral” to reach out to prospects and existing clients. Nurtured new customers, winning the “mindshare” & building pipeline of opportunities.
Conducted technical & business workshops, designed

position: Global Big Data Practice Leader

company: Sutherland Global

description: Global Big Data Practice leader  growing the Big Data practice by increasing sales, managing delivery teams, supporting analytics teams and building new Big Data solutions including Kafka.

content:
Part 3: How to Grade a LLM That Never Gives You the Same Answer Twice

I initially thought I had a 7 out of 8 pass rate, but then I realized I was only measuring whether the SQL ran successfully, not whether the answers were correct. When I applied stricter criteria, the actual pass rate turned out to be only 4 out of 8. This mistake fundamentally changed how I evaluate the outputs of nondetermin

content:
This project is my first hands-on quantum-inspired optimization build: a GPU-accelerated invoice scheduling engine that models payment timing as a QUBO problem, maps it to an Ising formulation, and solves it with Simulated Bifurcation.
The goal was to explore whether a classical GPU system, using algorithms inspired by quantum optimization, could make better treasury scheduling decisions than a tr

content: Several months of production local-LLM engineering, condensed into the things I wish I'd known before running 27B-class models on laptop hardware.

content:
Testing non-deterministic LLM systems requires more than pytest, Playwright, and CI

The most difficult question to answer is:

Did the model produce a correct answer when the output is non-deterministic, semantically variable, and only verifiable by executing SQL against real data?

https://lnkd.in/gxWwrFss

evidence_experience: "As a Management Consultant, I drive end-to-end transformation initiatives across data, application engineering, and business technology landscapes. I partner with enterprise clients to deliver actionable strategies..." and "I have experience working with over 125 major clients, offering data architecture and firsthand consulting services to over twenty-five customers."

resolved_account_name: Infosys Consulting


Albert Hahm

publicIdentifier: alberthahm

sourced_title: Managing Partner - North American AI, Automation, Digital Experience, and Data Transformation Leader

about:
My passion is leveraging technologies and data to improve processes, to improve experiences, which hopefully improves lives.  I love building high performing teams of clients, vendors, and colleagues that have internalized common group objectives.  Consulting is a team sport and Infosys exemplifies this value.  This is how I do my part to contribute and leave a legacy of strong companies that support strong communities.  Let me know if you would like to join in on the fun.  We are hiring!

I've spent the last 30+ years advising CTO, CIO, COO, CDO, CRO, and CFO clients.  I've had the opportunity to help solve some of the most complex and interesting problems from strategy to operations.  From figuring out how to set up credit card points systems, to how to keep beer cold from the factory to your refrigerator [you're welcome], I've had great experiences and compiled many stories.

I have experience in leadership roles within solution/software vendors (i.e. building and selling the utopian vision), consulting firms (i.e. delivering on a tactical vision), and industry (i.e. managing towards a pragmatic vision).  With these multiple perspectives, I attempt to give our clients a balanced view of the art of the possible as well as a map of the probable, which unfortunately usually includes many pitfalls.

This is an exciting time for Artificial Intelligence, especially Generative AI, and both the promise that they hold, and the dangers that they pose.  Generative AI is the topic of year.  Please let me know if you would like to have a conversation on any topic related to AI, Automation, Data & Analytics, or Digital Experience Transformation; I would love to share with you what we have learned thus far.

description: Built service and solution offerings leveraging a wide gamut of technologies including: Artificial Intelligence (AI), Machine Learning (ML), Deep Learning (DL), Generative AI (GenAI), Natural Language Processing (NLP), Large Language Models (LLM), Agentic AI, Computer Vision, Data Science/Decision Science, Robotic Process Automation (RPA), Digital Experience, and all of the data disciplines that make these capabilities possible (e.g. Data Strategy, Data Engineering, Data Quality, Data Security,

position: Managing Director - Artificial Intelligence & Intelligent Automation

company: EY

description: Established multiple practice capabilities and grew the practices from $0 to over $200M+ USD in revenue.  Developed service and solution offerings, build alliance relationships, drove capability development, and responsible for closing sales and delivering outcomes.  Supported clients in the creation of tangible performance improvements with a focus on transformational change via a combination of various technologies including: artificial intelligence (AI), intelligent automation (IA), business

position: VP Cloud Services

company: ProSync Technology Group, LLC

description: Responsible for Solution development in the Virtualization and Cloud Computing sector for primarily government clients.

position: Americas Director of Professional Services - ILOG, an IBM Company

company: IBM

description: Responsible for the consulting practice in the Americas.  The consulting practice focused on Business Rules / Decision Automation / AI, Mathematical Optimization, and integration into Business Process Management (BPM), and machine learning & predictive analytics models.  Clients represent a broad cross section of industries including financial services (i.e. banking, capital markets, and insurance), energy, government agencies, healthcare, manufacturing, ecommerce, high technology, and travel &

position: Department Head - Enterprise Applications

company: Visa

description: Responsible for the Enterprise Applications group for Visa globally.  Managed the group to create, deploy, and maintain enterprise class IT solutions for the company.  Developed and executed an offshore and near shore strategy for IT operations.  Oversight responsibility for overall enterprise IT budget.

position: Managing Director and Founder

company: Lotus Consulting

description: Responsible for an international consulting practice, focused on Oracle ERP projects in Asia Pacific and the United States.  Assisted Oracle with the global rollout of their Enterprise Resource Planning (ERP) systems once multi-byte was implemented allowing for the integration of Japanese, Korean, and Chinese [amongst other] languages.  Established and led sales, alliance partnerships, built offerings, and nurtured capabilities.  Led, closed, and implemented some of Oracle's largest deals at tha

position: Management Consultant

company: PwC

description: Served in the Financial Services Industry Practice.  Provided financial process and controls guidance, process re-engineering, and workflow automation related to Oracle and SAP implementations.

position: Auditor

description: Served as an auditor in the Financial Services Practice, focused on financial audits, internal process control reviews, regulatory & compliance reviews, and business valuations.

evidence_experience: "Built service and solution offerings leveraging a wide gamut of technologies including...for clients" and prior EY role "Developed service and solution offerings...responsible for closing sales and delivering outcomes. Supported clients in the creation of tangible performance improvements"


James Lewis

sourced_title: Co-Founder & CEO

firm: 11|TEN Innovation Partners

headline: Chief Strategy & Growth Officer @ Woven Health Collective

about: Bringing structure to the uncertainty of innovation.

position: Chief Strategy & Growth Officer

company: Woven Health Collective

description:
Chief Strategy & Growth Officer (Current)
Chief Strategy Officer (Jan - Dec. 2025)
Managing Director, Strategy (May - Dec. 2024)

position: Co-Founder & CEO

company: 11|TEN Innovation Partners

description: Acquired by Woven Health Collective in April 2024

position: Strategy and Investments

company: Cox Enterprises

position: Strategy and Business Development

company: Booz Allen Hamilton

position: Strategy and Operations

position: Analyst

company: American Business Development Group

content:
Great science is essential, but it is rarely enough on its own.

Many biotech companies lose momentum when the scientific story, commercial strategy, and launch execution evolve on separate tracks. The organizations that connect them early often create a significant advantage.

I shared a few thoughts on why 56% of launches miss expectations—and what teams can do differently.

👉 Mind the Gap: How

content: No one better than Woven’s own Woman of Distinction Jeanne Martel !!!

content:
Patients have never been more empowered to take control of their health and wellness journey. AI, digital platforms, and direct-to-patient models are fundamentally changing how people access information, engage with care, and make healthcare decisions.

I shared a few thoughts on what this shift means for the future of pharma commercialization — and how the industry itself may need to evolve along

content: Thanks to everyone who joined us in Atlanta for the Woven Health Collective Summit!!!

content: Great time with MM+M - Medical Marketing and Media last week!

evidence_experience: No evidence of ownership of an internal knowledge/IP-reuse/AI-governance function; roles described are strategy, growth, business development, and investments - all client/business-facing, not internal knowledge management. "Bringing structure to the uncertainty of innovation" is generic and does not describe internal KM ownership.

resolved_account_name: 11TEN Innovation Partners


Aube Kouamé

publicIdentifier: aubekouame

sourced_title: Consultante Transformation Digitale

firm: Sopra Steria Next

headline: Conseil / capital-risque / transformation digitale

position: Consultante Transformation Digitale

company: Sopra Steria Next

description:
Missions réalisées
--
France Travail, DSI
Product Manager - Business Analyste RPA (Robotic Process Automation) & AI
Mon rôle est de faire le lien entre des interlocuteurs métiers (champions métiers) et l'équipe RPA en vue d'analyser et de concevoir un processus à automatiser :
- Etude sur la faisabilité du sujet, d'un point de vue fonctionnel et technique
- Conception fonctionnelle : définition des règles de gestion, des fichiers d'entrées et de sortie de l'assistant digital
- Suivi du dévelop

position: Analyste investissement - chargée d'accompagnement

company: Bheti Connect

position: Investment analyst at Héméra

company: Héméra

description:
- Identification et sourcing d'entreprises à haut potentiel en France et en Afrique
- Analyses de marchés (international)
- Participation à la négociation,  à la structuration et au montage des dossiers de prise de participation
- Prise de contact avec les Écosystèmes Startups Africains principaux
- Gestion du deal-flow (reporting, accompagnement stratégique)
- Gestion du portefeuille d’accélération Héméra en Gironde

position: Investment analyst

company: Comoé Capital

description:
Recherche d’opportunités d’investissement cohérentes avec la stratégie de la société d’investissement
Dues diligences stratégiques et financières approfondies sur les opportunités
Analyse financière d’investissements en capital et quasi-capital
Rédaction des notes et présentation aux organes de la société d’investissement, notamment le comité d’investissement
Suivi et accompagnement des PME en portefeuille
Participation directe aux conseils d’administration et assemblées générales des PME
Or

position: Co-fondatrice Chargée de Communicaton & Evénementielle

company: AFRICANSHIP

description:
Organisation des événements externes (Afterwork de +100 personnes à Paris, Bordeaux et Marseille, conférence, webinaire,  opérations de Relations Publiques)
- Élaboration et mise en oeuvre du plan de Communication

position: Finance Analyst and Compliance chez PSA Finance (Suisse) SA

company: PSA Finance (Suisse) SA

description:
- Participate to the accounting and controlling analysis of the business (dealers and Brands payments)
- Participate to the month-end closure operations
- Produce several reports based on wholesale and fleets activity
- Initiate credit files of PSA network’s dealers and fleet customers (analyze financial statements, sales performance, payment behavior and business relations to determine the degree of isk involved in attributing credit lines)
- Monitoring the implementation of Sanctions &

position: chargée de l'événementiel

company: Escapade Africaine

description:
- Stratégie d'organisation d’événements
- Cadrage de conférences et ateliers de formation
- pilotage de projet événementiels
- Marketing et communication

evidence_experience: "Mon rôle est de faire le lien entre des interlocuteurs métiers (champions métiers) et l'équipe RPA en vue d'analyser et de concevoir un processus à automatiser" - describes client-facing delivery work at France Travail, not internal ownership of Sopra Steria's own knowledge/AI function.

resolved_account_name: Sopra Steria Next


Yasar Ammar

sourced_title: Principal, AI Product Management (Sr. Manager)

headline: Turning agentic AI from demo to deployed in regulated enterprises | AI Product Management, Finance & Ops | ERP transformation | Multi-agent Audit Copilot | Neuromorphic Compute | CISA | MBA

about:
I’m increasingly focused on what comes after today’s agentic systems. Neuromorphic computing - brain-inspired AI infrastructure that processes information through spiking neural networks rather than traditional GPU architectures - is the next frontier for regulated industries.

The promise for finance and audit: compliance-grade inference at the edge, real-time anomaly detection, and a fraction of the energy cost of cloud-dependent models.

I work at this intersection not as a researcher, but as someone who has to make these systems defensible in front of the people who carry the liability when AI gets it wrong.

My goal is to help enterprise leaders make AI infrastructure decisions today that won’t be obsolete when this wave arrives.

position: Director, AI Product Manager (Principal)

company: Infosys

description: Pioneered a multi-Agent AI platform for performing audit procedures i.e. bank reconciliation, Accrued Expense, Expense Vouching, leveraging AI agents to automate reconciliation tasks and achieve 95%+ accuracy across financial transactions. Directed a cross-functional team of 40+ professionals, including designers, software developers, and QA testers, to develop the roadmap for an enterprise platform. Achieved a 15% reduction in operational costs by implementing a multi-Agent AI platform that str

position: Principal - Audit Technology

company: KPMG US

description:
- Led development of multi-Agent frameworks for automation of Audit workflows and Auditing of Financial Statements with 80% improvement in time taken.
- Led development of evaluation frameworks to ensure compliance, audit-trail generation and adherence to guardrails during performance of audit routines.

position: Chief of Staff - Office of Chief Product Officer

company: T-Mobile

description:
•	Drove development of 5G network slicing proof-of-concept for Enterprise slice and FWA use cases, bringing together resources from Google (OS), OEMs (network and device) and T-Mobile
•	Spearheaded initiative to estimate network outage costs, creating model to reduce churn and drive 10%+ increase in ROI via proactive outreach to high-churn-risk customers
•	Established issue resolution processes and KPIs to improve relationships and engagement with Google/Android, OEMs, and pre-loaded application

position: Senior Product Manager

description: Led the engagement with Google Search and Google Android program and established issue resolution processes enhancing feature availability by 15% through establishment of SLAs. Utilized Business Intelligence and SQL data for data usage patterns for feature prioritization and upsold the solution increasing B2B product revenue by 7%. Responded to RFP and won testing and orchestration for AR/VR product testing with connectivity module opening a new revenue stream for an industrial offering. Managed

position: Technology Economics and Strategy

description:
•	Devised a strategy to increase free cash flow by 0.1% per annum through creation of new revenue streams in view of evolving policies of FCC related to mobile and fixed broadband services
•	Interpreted industry-wide financial reports, bench-marked funding and presented findings to senior management for maintaining competitive edge in technology development

position: Program Lead (Chief of Staff) , Digital Transformation and Tech Policy

company: United Nations

description:
•	Developed and implemented in-house technology services and enabled transformation of the organization from legacy systems to digital technologies lowering over-head and operational expenses by ~25%
•	Oversaw deployment of on-site ERP Software, improving organizational efficiency, eliminating waste, and driving 16% reduction in costs
•	Drove assessment of member states’ financial contributions, leading 30-person team of diplomats and SMEs to negotiate assessment formula, identify funding source

position: Chief of Staff

company: Ministry of Foreign Affairs (and Telco Program Management)

description: Drove implementation of human resource management system, reducing personnel request handling from 15 to three days, saving 100K+ hours annually and 30% improvement in employee satisfaction. Acted as HR Subject Matter Expert managing the budget and payroll planning for 1000 staff members across 119 stations globally affecting $500K in savings over 2 years. Designed and digitized procurement-related staff training, improving compliance by 20%. Drove B2B GTM for product to improve coverage in indo

position: National Program Head (Chief of Staff) - Digital Strategy

company: Ministry of Foreign Affairs, Pakistan

description:
•	Drove implementation of database management system, reducing personnel request handling time from 15 to three days, saving 100K hours annually, and driving 30% improvement in employee satisfaction
•	Led creation of database to track implementation of Memorandums of Understanding, driving 12% implementation improvement year-over-year
•	Managed the budget and payroll planning for 1000+ staff members across 119 stations globally
•	Designed and digitized procurement-related staff training, improvi

content:
In traditional software, v2 baselined against v1 and the deltas were predictable (both in code as well as in the behavior).

Spec Driven Development (that leverages Gen AI) changes that. You can still diff the prompt (and the code). The problem, however, is that a one-line change can shift behavior unpredictably - sometimes a little bit, other times, quite a bit.

As a builder, it is important to

content:
If you are someone like me who is anxious about the future of humanity, and feel that the said feeling of anxiety is being exacerbated by the extreme polarity of views of smart AI experts/leaders on AI’s impact to the society, please consider what Dr. Martin Luther King once said:

“The arc of the moral universe is long, but it bends toward justice / good”.

content:
Took a stab at Anthropic’s Claude Certified Associate. Was rather basic as my team and I are building much advanced Agentic AI stuff.

But good to be able to formally identify and bucket concepts builders use without realizing. Time well spent!

content:
Spec Driven Development (SDD) and the Breakthrough Method for Agile Development (BMAD) are game-changers from my (i.e. AI Product Management) standpoint; primarily, for one reason: changes made to the code flow back into the documentation, all the way up into the PRD. This way, traceability gets embedded in the workflow.

For anyone building in regulated spaces, that’s a non-negotiable must-have.

content:
I keep thinking about how different Eval-Driven Development really is from the good old Test Driven Development (TDD).

The one big difference I can cleanly spot: TDD assumes the deterministic portion of the code - same input, same output, so pass/fail actually means something. Evals exist because the probabilistic portion - the LLM call - doesn’t work that way. If something isn’t producing the de

evidence_experience: "Pioneered a multi-Agent AI platform for performing audit procedures... Defined MVP for an audit application (for one of the Big 4)" - building a product for client delivery, not internal firm knowledge reuse.