Sylva Majerova

sourced_title: risk manager

firm: accace

headline: risk manager at accace

position: risk manager

company: accace

evidence_experience: "risk manager @ accace (01/2012 - Present)" - no further detail provided on scope or internal knowledge/AI ownership.

resolved_account_name: Accace


Cindy Ramirez

publicIdentifier: cindy-ramirez-restrepo

sourced_title: Senior Data Engineer

firm: Nfq Advisory, Solutions, Outsourcing

headline: Data Engineering | Data Science | BI | Machine Learning | Analytics | Revenue Management

about: Data Science and Big Data expert with over 6 years of experience driving strategic decisions and creating value across diverse industries including technology, consultancy, tourism, energy, and aviation. Specialized in developing and deploying data-driven solutions encompassing data extraction, processing, analysis, and visualization. Demonstrated leadership in spearheading projects focused on pioneering innovations and continuous process improvement. Business experience in Europe and Latin America. Fluent in both Spanish and English.

position: Senior Data Engineer

company: Nfq Advisory, Solutions, Outsourcing

end: Present

disposition: DISQUALIFIED

internal_vs_external: external

band: review

band_reasons: disqualified; builder

evidence_experience: "Data Science and Big Data expert with over 6 years of experience driving strategic decisions and creating value across diverse industries including technology, consultancy, tourism, energy, and aviation."

resolved_account_name: Nfq Advisory, Solutions, Outsourcing

in_612: yes

in_575: yes

suppressed: no


Julian S.

sourced_title: Senior Innovation Consultant

firm: EurA AG

headline: Funding expert, project manager, scientist | Global impact through sustainable innovation

about: Innovation Consultant focused on start-ups and SMEs in deeptech Previously: research on metrics for assessment of aerial system-of-systems. Numerical physical simulation (incl. hardware and software development) Passionate about Rotaract: Learn – Grow – Impact

position: Senior Innovation Consultant

company: EurA AG

role_nature: other

band: clear

band_reasons: disqualified

evidence_experience: "Innovation Consultant focused on start-ups and SMEs in deeptech" - client-facing consulting to external companies, no mention of internal knowledge/IP-reuse/AI governance function.

resolved_account_name: EurA AG


Melvin Brunet

sourced_title: Consultant Data & ML Engineer confirmé

firm: Nexialog Consulting

headline: Consultant Data & ML Engineer confirmé chez Nexialog

position: Consultant Data & ML Engineer confirmé

company: Nexialog Consulting

evidence_experience: Consultant Data & ML Engineer confirmé @ Nexialog Consulting (01/2025 - Present)

resolved_account_name: Nexialog Consulting


Ana Valderas faraldo

sourced_title: Customer experience / Innovación

firm: Aena

headline: Experiencia de cliente en AENA

position: Customer experience / Innovación

company: Aena

internal_vs_external: unclear

band_reasons: disqualified; ie_unclear; low_conf; company_concern

evidence_experience: Only one role listed: "Customer experience / Innovación @ Aena (11/2024 - Present)" with no further detail on internal knowledge, AI, or governance duties.

in_612: no

in_575: no

match_method: unresolved


Ranadeep S

publicIdentifier: ranadeep-dataengineer

firm: Relanto

about: Data Engineer with over 5 years of total experience in migration projects, Data warehouse applications, workflow automation, and as a SQL developer. Extensively worked on Snowflake, Python, DBT, Azure functions, Fivetran, Terraform and Oracle database (SQL). Proficient in Machin Learning and Bigdata (SQL, Python, Pyspark, Hadoop, and Hive) concepts. Adept at data migration, cloud data architecture, and automation, with a passion for optimizing data processes for improved efficiency and accuracy.

company: Relanto

evidence_experience: "I am working for Salesforce as Data and Insights Engineer. I am proficient in Python, SQL, Pyspark, Snowflake, DBT, Azure functions and Data Cloud."

resolved_account_name: Relanto


Lim Chee chai

publicIdentifier: limcheechai

sourced_title: Senior Manager, RPA/AI Centre of Excellence (SEA)

firm: ABeam Consulting (Singapore) Pte Ltd

about: Graduated as Bachelor Degree in E-Commerce in 2005. Started my 1st career as an application support then became an analyst programmer in a Payroll solution provider. Delivered the 1st web-based version of Leave Management system in 2006. Nov'07, joined eGenting as a software developer role, delivered e-Commerce website (front end and back end) to enable the redemption of products and services by the Genting World Card members using points. Jun'08, IT Executive in Sunway Property mainly focus in innovating and transform manual processes into web-based solutions, ensure information availability that accessible by business users with the right permission anytime, anywhere. Promoted to Manager position in 2015 to continue the digital transformation journey and enhance CX through collaboration with various 3rd party solution providers. In 2017, implemented Malaysia 1st online property reservation and customization platform. Feb'19, widen my comfort zone to join Sunway IT Shared Service Centre as RPA Project & Implementation Manager to manage the Robotics Process Automation project implementation and the technical aspects. Recognized as a certified RPA Developer in Jun by UiPath, a top 3 RPA tool in the market. Successfully delivered an automation solution for Sunway Marketing BU. Currently managing the RPA project in Sunway Property BU.

company: ABeam Consulting (Singapore) Pte Ltd

band_reasons: disqualified; ie_unclear; low_conf

evidence_experience: "Feb'19, widen my comfort zone to join Sunway IT Shared Service Centre as RPA Project & Implementation Manager to manage the Robotics Process Automation project implementation and the technical aspects... Successfully delivered an automation solution for Sunway Marketing BU. Currently managing the RPA project in Sunway Property BU."


Rajesh Rajangam

sourced_title: Manager - Payroll & Compliance

firm: ZoomRx

headline: Manager - Payroll & Compliance | Driving HR Operations, Analytics & Employee Benefits | CHRMP Certified

about: Experienced Payroll and Compliance Manager with expertise in end-to-end payroll processing, statutory compliance, and employee welfare programs. Skilled in managing payroll audits, vendor coordination, and medical insurance administration while ensuring adherence to Indian labor laws and tax regulations. Proven track record in enhancing payroll efficiency, maintaining compliance, and driving employee satisfaction through effective welfare initiatives.

position: Manager - Payroll & Compliance

company: ZoomRx

internal_vs_external: internal

resolved_account_name: ZoomRx


Bhuvaneshwaran Shanmugasundaram

publicIdentifier: bhuvshan

headline: Sr Data Engineer @ Relanto | Leveraging Artificial Intelligence (AI)

about: Extensive knowledge and experience in Order Life Cycle, Direct vs. POS. Software and Subscription flow, Opportunities, Forecasting, Account Territory Definitions, Sales Crediting, Incentive Compensation, Financials, Order Management & Manufacturing modules. Experienced in workflow and data flow for any business application and understanding of any legacy system and the business intricacies involved in it. Involved in Requirement and Business Analysis, High-level design, Detailed Design, Project/Release planning, Software Development, Code walkthrough, Configuration Control, Configuration Management, Release Management, and Production support. • ETL & Data Integration: Informatica IICS (Mappings, Tasks, Task Flows, Cloud Integration), Matillion, Fivetran End-to-end ETL/ELT pipelines, Informatica PowerCenter (Mappings, Workflows, Reusable Transformations), Python and Unix scripts. • Cloud Data Warehousing: Snowflake (Database Design, Schemas, Stages, CDC, Compute Optimization), Dimensional Modeling (Star & Snowflake Schemas), Redshift, SQL Performance Tuning • Data Transformation & Orchestration: DBT (Modular Models, Tests, Documentation), Apache Airflow (DAGs, Scheduling, Dependency Management, Alerts & Retries) • Data Sources & Integration: Salesforce, Redshift, RDBMS, Teradata, Oracle, Postgres, MongoDB, Cassandra Graph & Neo4j, APIs, Flat Files, Cloud Storage, Legacy ETL Migration • Monitoring & Optimization: Pipeline Troubleshooting, Performance Tuning, Workflow Automation, Production Reliability

evidence_experience: ETL & Data Integration: Informatica IICS... Cloud Data Warehousing: Snowflake... Data Transformation & Orchestration: DBT, Apache Airflow - all hands-on technical building with no mention of leading or owning any internal function.


Andrew Fenlon

firm: Trio

headline: Senior Analyst, Data & Settlement Services at Trio

company: Trio

evidence_experience: Only the title is provided, no About or detailed experience description; "Data & Settlement Services" suggests operations/finance-settlement function, not internal KM/AI ownership.

resolved_account_name: Trio


Dr. ing. viktor Schneider

sourced_title: Innovation & Project Management

headline: Innovationsberater und Projektmanager bei EurA AG

position: Innovation & Project Management

evidence_experience: Innovation & Project Management @ EurA AG (11/2017 - Present)


Panayiotis Siatos

publicIdentifier: panayiotis-siatos

sourced_title: ML Engineer | Data Scientist

firm: Grant Thornton Greece

headline: ML Engineer | Data Scientist

about: Highly motivated Software Engineer and Data Engineer, with holistic knowledge of software development and design. Characterized by analytical thinking, prompt and effective problem solving, while showing strong commitment to teamwork, but also displaying in practice the ability to work independently. Strong supporter of continuous learning and staying up-to-date in the programming and data analysis/science domains.

position: ML Engineer | Data Scientist

company: Grant Thornton Greece

band_reasons: disqualified; ie_unclear; builder

resolved_account_name: Grant Thornton Greece


Benoit Klopocki

publicIdentifier: benoit-klopocki-expert-ppm-cpm-spm

firm: Oresys

headline: Associé Oresys | Expert PPM et grands projets d’infrastructure | SPM et CPM chez Oresys

about: En tant qu’associé en charge des activités PPM/grands projets d’infrastructure à Oresys, j’interviens depuis 30 ans auprès de grandes directions R&D, ingénierie, industrielle, innovation ou systèmes d’information, en France et à l’international, dans des contextes complexes, sur : • des projets de mise en place de dispositifs PPM (Project Portfolio Management), • l’assistance au pilotage de grands projets d’infrastructure CPM (Capital Project Management), • la mise en place de dispositifs d’arbitrage stratégique de portefeuilles de projets SPM (Strategic Portfolio Management), • le diagnostic et les évolutions de l’organisation des départements R&D/ingénierie, • la construction de nouveaux business models. En lien avec ces spécialités, j’ai pu intervenir dans de nombreux secteurs : industrie, énergie, santé/cosmétique, télécoms, transports, défense, secteur public, services, banque et assurance… Ma motivation profonde est d’aider mes clients à réussir leurs projets difficiles à grands enjeux, tant projets PPM qu’infrastructure, tant sur les phases d’études/cadrage que sur les phases de construction/réalisation et mise en service/ déploiement. J’ai développé des méthodes et outils d’évaluation de maturité sur le PPM, le SPM, les organisations de grands projets d’infrastructures et la gestion des risques des grands projets, et ai contribué à la mise en place effective de plusieurs outils (Planisware, Power BI, Project, Cascade, …)

company: Oresys

evidence_experience: "j'interviens depuis 30 ans auprès de grandes directions R&D, ingénierie, industrielle, innovation ou systèmes d'information... Ma motivation profonde est d'aider mes clients à réussir leurs projets difficiles à grands enjeux"

resolved_account_name: Oresys


Márcia Macieira

publicIdentifier: marciamacieira

sourced_title: Events & Coaching Manager | European Innovation Council BAS at EurA AG

headline: Innovation Consultant at EurA AG - Innovation Ecosystems

about: Marketeer with passion for communication, technology, social media and advertising. Focus on people and details, without them business will always fail.


Fabian W.

publicIdentifier: fabian-white

sourced_title: Content Marketing Specialist

firm: BCG Platinion

headline: Copywriter.

position: Content Marketing Specialist

company: BCG Platinion

evidence_experience: Content Marketing Specialist @ BCG Platinion (06/2026 - Present) - no description of internal knowledge/AI ownership provided.

resolved_account_name: BCG Platinion


George Kakavas

publicIdentifier: george-kakavas

sourced_title: Data Engineer | Data Scientist

headline: Data Engineer | Data Scientist

position: Data Engineer | Data Scientist

band_reasons: disqualified; ie_unclear; low_conf; builder

evidence_experience: Data Engineer | Data Scientist @ Grant Thornton Greece (06/2023 - Present) - no further detail provided


Olufunmilayo Sule

sourced_title: Senior IT Auditor - Risk Advisory

firm: Clearsulting

headline: Management Consulting | IT Audit

about: With 16 + years relevant industry experience, I possess relevant skills and knowledge in information technology general controls (ITGC), SOX audits, risk assessment and application controls, using frameworks such as FISMA, FISCAM, COSO and COBIT. I am versatile, pay attention to detail in all my audits while ensuring that deadlines are met. Supports a multitude of federal government agencies to optimize their SOX compliance transformation journey. Skills: Risk Management . Issue Management . Audit planning . Walkthroughs . Controls environment assessment . Ensure policies and procedures are implemented Processes documentation . Perform internal reviews . Information systems controls testing according to applicable framework

position: Senior IT Auditor - Risk Advisory

company: Clearsulting

description: • Perform walkthroughs and testing relating to Information Technology General Control (ITGCs) for financially related ERP systems (PeopleSoft, Oracle Financials, SAP, Deltek CostPoint) for various leading clients in the public and private sectors. • Conduct testing of SOX, OMB Circular A-123 Audit and SOC SSAE 18 Review, using COBIT frameworks. • Experience testing Access Controls, Change Management, IT Operations, and Disaster Recovery controls using COBIT framework. • Supported clients with au

evidence_experience: "Perform walkthroughs and testing relating to Information Technology General Control (ITGCs) for financially related ERP systems... for various leading clients in the public and private sectors."

resolved_account_name: Clearsulting


Chaima Cheikh

firm: NEXIALOG Consulting

headline: Consultante Confirmée en Risk Management Bancaire chez NEXIALOG consulting

company: NEXIALOG Consulting

evidence_experience: Consultante en Risk Management chez NEXIALOG Consulting @ NEXIALOG Consulting (11/2017 - Present)


Ana sofía Hernández

publicIdentifier: anasofiahdez

sourced_title: Innovation Strategist

firm: MJV Technology & Innovation

headline: Innovation Strategist en MJV Technology & Innovation

about: Durante los últimos años he ayudado a compañías globales a repensar la forma en que operan y toman decisiones, transformando procesos complejos en soluciones simples, centradas en las personas. En MJV Technology & Innovation, he liderado proyectos que combinan investigación, creatividad y negocio para mejorar la experiencia de empleados, clientes y consumidores. Mi curiosidad me llevó a convertirme en una champion de la experimentación con Inteligencia Artificial, explorando cómo estas herramientas pueden acelerar la innovación y hacer más eficientes los procesos de diseño, colaboración y estrategia. Antes de eso, en The Coca-Cola Company, gestioné relaciones con clientes minoristas internacionales y diseñé estrategias promocionales y rutas de mercado que fortalecieron la presencia de la marca y optimizaron las operaciones comerciales. Estas experiencias me han enseñado a conectar a las personas con el cambio, convirtiendo ideas en acciones que impulsan resultados reales.

position: Innovation Strategist

company: MJV Technology & Innovation

description: Led organizational research and transformation projects using Design Thinking and Agile, turning complexity into actionable insights. Designed and implemented user-centered strategies that improved efficiency and capability building for global FMCG companies. Became a champion of AI experimentation, applying emerging tools to boost creativity, collaboration, and decision-making across teams.

resolved_account_name: MJV Technology & Innovation


Nathanael Ceylon

sourced_title: Data Consultant

headline: Data Consultant – Machine Learning & Data Science

position: Data Consultant

evidence_experience: Data Consultant @ Nexialog Consulting (02/2026 - Present) - no further detail provided


Goda Sivickė

publicIdentifier: godasivicke

sourced_title: Project Manager and Innovation Ecosystem Team Lead

firm: Civitta

headline: Innovation Project Manager | Innovation Ecosystem Team Lead at CIVITTA

company: Civitta

disposition: WEAK

band_reasons: weak_title2_only; ie_unclear; low_conf

evidence_experience: No About section or detailed experience description provided beyond the title itself; no explicit mention of internal knowledge base, IP-reuse, confidentiality, or AI-on-knowledge-base ownership.

resolved_account_name: Civitta


Aline De oliveira

sourced_title: Global Project Manager Content Transformation

firm: Merck Healthcare

headline: Operations - Commercial Consulting - PMP

about: I am a professional with high organization skills and +10 years of experience. I am charismatic and friendly without losing sight of assertiveness. Currently managing a fast paced project and a large team in 3 different locations.

company: Merck Healthcare


Philip B.

publicIdentifier: philip-breitenau

sourced_title: AI Lead

firm: Rote Consulting AB

headline: AI Lead at Rote Consulting AB

position: AI Lead

company: Rote Consulting AB

evidence_experience: AI Lead @ Rote Consulting AB (10/2024 - Present) - no further detail on scope, remit, or whether this is internal ownership or client-facing delivery.

resolved_account_name: Rote Consulting AB


Tom Picard

sourced_title: Consultant - Climate risk for CACIB

headline: Quantitative researcher at Nexialog consulting

position: Consultant - Climate risk for CACIB

description: Mission at Crédit Agricole Corporate & Investment Bank Climate Stress Test Model Development -Developed and implemented climate stress test models for corporate portfolio credit risk assessment. -Designed sectoral and top-down approaches to estimate climate-adjusted Probability of Default (PD). -Led expert and quantitative selection of climate, sectoral, and macroeconomic data and scenarios. -Integrated transition and physical risk ESG scores to add specificities into climate PD projections

evidence_experience: "Mission at Crédit Agricole Corporate & Investment Bank Climate Stress Test Model Development - Developed and implemented climate stress test models for corporate portfolio credit risk assessment."


Jorge López martín

firm: Opinno

email_status: ok/good

headline: AI Automation, Systems Administration & Cybersecurity en Opinno

about: El 90% de los proyectos de IA que veo en empresas son demos bonitas que nunca llegan a producción. Llevo más de 8 años en OPINNO construyendo lo contrario: automatizaciones que llevan meses funcionando, ahorran horas reales cada semana y las usa gente que ni sabe que hay un LLM por detrás. Mi terreno son tres mundos que la mayoría trata por separado: → Automatización con IA: +30 flujos en n8n y Power Automate que han eliminado ~120 h/mes de trabajo manual. Agentes en Teams con Gemini, extracción de facturas con GPT-4o Vision al 95% de precisión, informes de evaluación que pasaron de 2 semanas a 4 horas. → Microsoft 365: administro el tenant completo para +250 usuarios entre Madrid, Bogotá, Quito, Washington y Riad. → Ciberseguridad y compliance: CEH, Microsoft Purview, eDiscovery. Porque automatizar sin pensar en seguridad es la forma más rápida de meter a una empresa en un problema. Lo que me diferencia no es saber de IA — eso lo dice todo el mundo ahora. Es haber roto cosas en producción, haberlas arreglado, y saber dónde una automatización va a fallar antes de construirla. Fuera de OPINNO llevo AutAI Consulting, donde aplico lo mismo a otras empresas: identifico el proceso que más tiempo les come, lo automatizo con la herramienta que tenga sentido, y me aseguro de que siga funcionando cuando me vaya. ¿Tu equipo pierde horas en tareas repetitivas? Escríbeme por DM. Hablamos de qué se puede automatizar sin romper nada.

company: Opinno

disposition: QUALIFIED

primary_strip: B

internal_vs_external: mixed

evidence_experience: "Microsoft 365: administro el tenant completo para +250 usuarios entre Madrid, Bogotá, Quito, Washington y Riad" and "Ciberseguridad y compliance: CEH, Microsoft Purview, eDiscovery" - he owns and administers Opinno's own internal IT, data governance, and security infrastructure across the whole firm, plus builds internal automations (n8n/Power Automate flows) used internally by Opinno staff ("las usa gente que ni sabe que hay un LLM por detrás"), eliminating ~120h/month of internal manual work.

resolved_account_name: Opinno


Sai Venkateshwaran

sourced_title: Spring Intern

firm: Strategy&

headline: MEng Bioengineering @ Imperial | Healthcare and Strategy Consultancy

about: First year undergraduate at Imperial College London studying Bioengineering. Class of 2024 British School Jakarta. Interested in Pharmaceuticals and Biotechnology, consulting specifically within Healthcare and applications of Artificial intelligence in medicinal fields

position: Spring Intern

company: Strategy&

description: 2026 Spring Week.

band_reasons: disqualified; ie_unclear

evidence_experience: First year undergraduate at Imperial College London studying Bioengineering... Interested in Pharmaceuticals and Biotechnology, consulting specifically within Healthcare and applications of Artificial intelligence in medicinal fields


Kalke Eshwar

publicIdentifier: kalke-eshwar

sourced_title: Senior Information Technology Administrator Executive

headline: Senior Endpoint Engineer | Microsoft Intune UEM | EMS | Autopilot | Zero‑Trust & Endpoint Security

about: Skilled in Networking, Microsoft Office products, Linux based operating systems, Web application and Microsoft Azure solutions. Strong information technology professional with a Bachelors Degree focused Highly skilled in Troubleshooting Azure Active Directory and Azure MFA configuration. Able to quickly learn and adapt new technologies as needed by the business.

description: Led Microsoft 365 licensing strategy and procurement, aligning SKUs with business and security requirements while ensuring cost efficiency and compliance. Architected and implemented Windows Autopilot (v1 & v2) and White Glove (Pre‑Provisioning) solutions to deliver a standardized, zero‑touch provisioning experience and significantly reduce device readiness time. Designed and maintained Intune‑based device onboarding and enrollment workflows for scalable deployment across corporate environments.

evidence_experience: Architected and implemented Windows Autopilot (v1 & v2) and White Glove (Pre-Provisioning) solutions to deliver a standardized, zero-touch provisioning experience; Implemented Mobile Application Management (MAM) without enrollment to secure corporate data on BYOD


Julien Leclère

sourced_title: Manager et Expert Data

headline: Manager et Expert Data

about: Passionné de Data, j'accompagne les entreprises à réussir leurs projets autour de ces problématiques + projets BI, DataViz, DataLab, MDM, Référentiels, Qualité des données + cadrage, spécifications, tests, reprise de données, conduite de projet, accompagnement au changement + exploration des données, analyse, transformation des données, POC/MVP

position: Manager et Expert Data

evidence_experience: "j'accompagne les entreprises à réussir leurs projets autour de ces problématiques + projets BI, DataViz, DataLab, MDM, Référentiels, Qualité des données"


Mary Piper-patel

sourced_title: Ecommerce Consultant

firm: Piper-Patel Ecom LLC

headline: Business Intelligence Manager and Amazon and Walmart Marketplace Consultant

position: Ecommerce Consultant

company: Piper-Patel Ecom LLC

description: I use business intelligence and data analytics to determine upcoming trends to inform optimum business decisions for ecommerce stores.

band_reasons: disqualified; company_concern


Gaël Pegliasco

sourced_title: Entrepreneur indépendant

firm: e-DAE

headline: Développeur et formateur Python Machine learning, Parallel Computing/HPC/Supercalculateur - Numpy, Pandas, Scikit-Learn, Tensorflow, PyTorch, MPI, Dask, RapidsAI ...

about: Chef de projet - développeur confirmé. Plus de 22 ans d'expérience professionnelle dont 15 ans de développement web et 10 ans en data science. Domaines de prédilection: Formateur Python / Talend / Parallel computing - HPC - supercalculateur / Machine learning Formateur Python expérimenté - initiation - avancé - web - data science / machine learning / parallel computing / supercalculateur - formations sur mesure Certifié TOSA Python 3 avec un score de 1000/1000 Certifié API Society avec le niveau instructeur

position: Entrepreneur indépendant

company: e-DAE

description: Formateur et développeur Python, spécialisé data science, supercalculateur, calcul parallèle, django restframework, web wervices, FastAPI Freelance Python development and training Scientific Python, parallel computing and machine learning. Python teacher, French University, La Sorbonne Talend/Pentaho Vantara / Data integration

band_reasons: disqualified; company_concern; builder

evidence_experience: "Freelance Python development and training Scientific Python, parallel computing and machine learning. Python teacher, French University, La Sorbonne"


Julie Li

sourced_title: Research Manager

firm: Ipsos Strategy3

headline: Research Manager

position: Research Manager

company: Ipsos Strategy3

band_reasons: title_mirage_body_contradicts; ie_unclear; low_conf; company_concern

evidence_experience: No experience description provided beyond title and dates.

resolved_account_name: Ipsos Strategy3


Nishant Adesh

sourced_title: Senior Python AI/ML Engineer- GEN AI

firm: RedCloud Consulting

headline: Senior Python AI/ML Engineer at RedCloud Consulting/ Google - Actively looking for new C2C role.

about: Experienced Ai/Machine Learning Engineer with a proven track record of success spanning over 7+ years. Proficient in designing, developing, and deploying cutting-edge machine learning models and data pipelines to solve complex business challenges. Adept at leveraging advanced statistical and machine learning techniques to extract insights from data and drive actionable outcomes. Expert in designing, implementing, and optimizing end-to-end ML workflows, ensuring scalability and performance using tools like TensorFlow, PyTorch, and Scikit-learn. Successfully deployed large-scale ML models on production environments using platforms like AWS Sagemaker, Kubernetes, and Docker. Hands-on experience with fine-tuning large language models (LLMs), including GPT-based architectures, to tailor performance for specific business use cases. Proficient in building CNN-based models for image classification, object detection, and segmentation using tools like OpenCV, YOLO, and TensorFlow. Extensive experience with operationalizing data science projects on cloud environments, leveraging tools like AWS EKS, Lambda, Step Functions, and GCP for automated model retraining and deployment. Expertise in designing and managing containerized cloud infrastructure with Terraform, Docker, and Kubernetes. Hands-on experience with designing ETL pipelines, managing large datasets, and integrating data from multiple sources using tools like Apache Beam, Kafka, and Airflow. Extensive knowledge of Python for both machine learning and general software engineering tasks, with experience using libraries such as Pandas, NumPy, and Scikit-learn for data manipulation and analysis. Expert in building RESTful APIs for machine learning products and integrating models with existing systems and APIs. Strong experienc

position: Senior Python AI/ML Engineer- GEN AI

company: RedCloud Consulting

description: Spearheaded the development and optimization of scalable LLM-based services using TensorFlow, PyTorch, JAX, and TPU-backed infrastructure, reducing inference latency by 35% for production models. Led the fine-tuning and deployment of transformer-based architectures (e.g., PaLM, T5, BERT, Gemma) on Google Cloud AI Platform, leveraging Vertex AI, BigQuery ML, and TPU v4 Pods for large-scale training. Designed and maintained a modular Python framework for experimentation with retrieval-augmented ge

evidence_experience: "Spearheaded the development and optimization of scalable LLM-based services using TensorFlow, PyTorch, JAX, and TPU-backed infrastructure... Led the fine-tuning and deployment of transformer-based architectures... on Google Cloud AI Platform"

resolved_account_name: RedCloud Consulting


Martina Cognolato

publicIdentifier: martinacognolato

sourced_title: Digital Art Director

firm: Arsenalia

headline: Digital Art Director presso Arsenalia

position: Digital Art Director

company: Arsenalia

evidence_experience: Digital Art Director @ Arsenalia (01/2026 - Present) - no further detail provided

resolved_account_name: Arsenalia


Shantanu Roy

sourced_title: Senior Data Engineer

firm: Relanto

headline: Tredence | Consultant | Snowflake & DBT | GCP BQ | DOMO Data Specialist | SQL | Python | Looker LookML , Operative | SQL | Looker | Java

position: Senior Data Engineer

company: Relanto

evidence_experience: Only one experience entry: "Senior Data Engineer @ Relanto (10/2025 - Present)" with no description of internal ownership or function leadership.


Büşra Karataş

sourced_title: Senior AI Engineer

firm: DefineX - Consulting, Technology & Labs

headline: Senior AI Engineer at DefineX-ConsultingITechnologyILab

position: Senior AI Engineer

company: DefineX - Consulting, Technology & Labs

disposition: UNQUALIFIED

band_reasons: technical_builder_no_ownership; ie_unclear; low_conf; company_concern; builder

evidence_experience: Senior AI Engineer @ DefineX - Consulting, Technology & Labs (07/2023 - Present) - no further description provided.


Emanuel Cruz

sourced_title: Legal Language Specialist

headline: Market Research Insights Specialist

position: Legal Language Specialist

description: •Ensuring evidentiary integrity and linguistic precision for civil and criminal legal proceedings through meticulous word-for-word, text-against-audio editing and proofreading of high-stakes deposition transcripts. •Providing expert legal translation (Spanish ⇌ English), editing, and formatting for critical documents, guaranteeing linguistic accuracy, legal conformity, and cultural nuance for seamless cross-border communication. •Consistently delivering high-quality, precise documentation within

evidence_experience: "Ensuring evidentiary integrity and linguistic precision for civil and criminal legal proceedings through meticulous word-for-word, text-against-audio editing and proofreading of high-stakes deposition transcripts... for diverse legal clients."


name: Salvador Araiza, mba, cissp, cisa, cia, qsa, aaia, pmp

sourced_title: Information Security & SOX Compliance, Consultant

firm: RGP, Accretive Solutions

headline: Cybersecurity, SOX & Internal Audit Professional | Driving Confidence in Controls & Governance

about: I am an enthusiastic and results-driven professional with extensive experience in Governance Risk and Compliance, Information Security, and Internal Audit across multiple industries and countries. I’ve had the privilege of working with top-tier consulting firms and Big Four public accounting firms, supporting Fortune 500 companies. I bring a holistic understanding of how security, compliance, and audit work together to strengthen organization’s data security, availability, integrity, confidentiality and privacy, and help teams improve internal controls, processes, pass audits, and build trust with stakeholders. My main areas of competency are: 🔹 Cybersecurity and IT Controls (ITGC) Audits — including PCI-DSS, SOC 2, and HIPAA assessments. 🔹 SOX 404 Compliance and Internal Audits following COSO 2013, COBIT, PCAOB and The IIA Standards 🔹 Process Improvement & Education — standardizing controls/templates and training process/system owners on risk and control principles 🔹 ERP & Financial Systems — testing application controls for numerous ERPs systems. Participate in ERP, with a focus on process improvement, controls, and end-user enablement. 🔹 Recently obtained an audit certification in AI Artificial Intelligence. Testing logical access and authentication across applications, change management, program development and acquisition, physical access and backup and restore, policies and procedures and SDLC Software Development Life Cycle controls. Performing risk assessments, interviews and walkthroughs and testing controls across key business cycles such as Procure-to-Pay, Order-to-Cash, Record-to-Report, HR, inventory, and royalties.

company: RGP, Accretive Solutions

description: -Perform the planning, executing, and reporting of Cybersecurity projects (following PCI DSS, NIST, AICPA's Trust Services Criteria, HIPAA-Security Rule). -Perform Internal Audits and SOX/ITGC/Information Systems Controls (following The IIA- Standards, COBIT, COSO 2013 and PCAOB) i.e. Logical Access, Change Mgmt., Physical Access, Backup/Restore, Application Controls, Segregation of Duties and SDLC Software Development Life Cycle controls. -Perform risk assessments, interviews and walkthroughs.

evidence_experience: "Perform the planning, executing, and reporting of Cybersecurity projects... Perform Internal Audits and SOX/ITGC/Information Systems Controls... supporting Fortune 500 companies" - all client-facing audit/compliance delivery work, no internal-firm knowledge or AI function ownership.


Sitaram Sahoo

sourced_title: Senior Software Developer

headline: Data Engineer, Snowflake, Advanced SQL, Python, Git, Varicent, Symon, Postman, Oracle

about: Hands on industry experience in Snowflake Cloud Data warehousing, Advanced SQL, AWS. Along with Python.

position: Senior Software Developer


Jean-charles Briand

publicIdentifier: jeancharlesbriand

sourced_title: Innovation funding consultant

firm: ABGi France

headline: Consultant at ABGi

position: Innovation funding consultant

company: ABGi France

evidence_experience: Only role listed: "Innovation funding consultant @ ABGi France (01/2023 - Present)" - no internal knowledge/AI ownership described.

resolved_account_name: ABGi France


Mayank Jayaswal

sourced_title: Consultant

firm: Blackmont Consulting

headline: Consultant @ Blackmont Consulting | 2nd Yr BSc (Hons) Psychology @ Warwick | BPS Student Ambassador |

position: Consultant

company: Blackmont Consulting

band_reasons: ie_unclear; company_concern

evidence_experience: Consultant @ Blackmont Consulting (09/2025 - Present) - no further description provided

resolved_account_name: Blackmont Consulting


Maria Timmermans dominguez

sourced_title: Consultant | AML & Fraud | Financial Crime

firm: Nfq Advisory, Solutions, Outsourcing

headline: Consultant at Nfq Advisory, Solutions, Outsourcing | Freelance Social Media Content Creator

about: Hola, soy María! granadina y holandesa. Estoy graduada en Administración y Dirección de Empresas y Derecho. Siempre me he movido en un ambiente donde se promovía el emprendimiento y la búsqueda de nuevas oportunidades y estrategias competitivas. He tenido la oportunidad de poder vivir en distintas ciudades que me han cultivado para elegir mi camino laboral. Me apasiona el mundo de las redes sociales, el marketing digital, la comunicación y la gestión de recursos humanos. Principalmente busco un ambiente de trabajo cómodo en el que desarrolle nuevas aptitudes y me forme de una manera especializada según la dinámica que esté siguiendo la propia empresa. Me considero una persona extrovertida, resolutiva, con capacidad de decisión, motivación y con una gran habilidad para desenvolverme en nuevos ambientes. ¿Hablamos? 😊 mariasacro99@gmail.com

company: Nfq Advisory, Solutions, Outsourcing

description: BBVA España Financial Crime Consultant - Gestión y análisis de alertas relacionadas con prevención de fraude y cumplimiento normativo en AML. - Evaluación de listas de sancionados y detección de operaciones sospechosas mediante herramientas como Fircosoft y Módulo Online. - Colaboración en la implementación de mejoras en procesos de screening y cese de sancionados, optimizando la eficiencia de los sistemas de monitoreo y cumplimiento. BBVA NY – Document & Signature Process Consultant - Participa

evidence_experience: "BBVA España Financial Crime Consultant - Gestión y análisis de alertas relacionadas con prevención de fraude y cumplimiento normativo en AML" and "BBVA NY – Document & Signature Process Consultant"

resolved_account_name: Nfq Advisory, Solutions, Outsourcing


Jade Coton

sourced_title: Consultante Business Intelligence Iran - MENA DESK

firm: ADIT

headline: Consultante Business Intelligence / Business Ethics & Compliance Consultant Iran - MENA DESK chez ADIT

company: ADIT

description: Etudes stratégiques (analyse des circuits de décision/identification des Key Decision Makers et réseaux d’influence) / Veilles sectorielles et concurrentielles (Iran/Pays du Golfe)

evidence_experience: Etudes stratégiques (analyse des circuits de décision/identification des Key Decision Makers et réseaux d'influence) / Veilles sectorielles et concurrentielles (Iran/Pays du Golfe)

resolved_account_name: ADIT


Karim Benkirane

sourced_title: Chef de Projet Innovation & Intelligence Artificielle

firm: Kisio

headline: Étudiant à EPSI - L’école d’ingénierie informatique

about: I don’t just build AI systems. I build intelligent solutions that make sense. Combining data science, artificial intelligence, and business strategy to turn complexity into clarity. Currently working as an AI & Innovation Project Manager at Kisio (Keolis) while pursuing a Master’s degree in Artificial Intelligence & Data Science (EPSI Paris). Passionate about creating meaningful AI that enhances decision-making, efficiency, and real-world impact.

company: Kisio

description: Version courte — Au sein du programme UrbanLoop, je pilote plusieurs projets d’innovation basés sur l’Intelligence Artificielle et la supervision à distance des capsules autonomes. Mes missions englobent la gestion de projet, la coordination d’équipes pluridisciplinaires, la supervision technique ainsi que la résolution d’incidents et le support opérationnel. Version détaillée — Je participe activement à la supervision du centre de contrôle UrbanLoop, garantissant le suivi et la continuité de se

band_reasons: disqualified; ie_unclear; company_concern; builder

evidence_experience: "je pilote plusieurs projets d'innovation basés sur l'Intelligence Artificielle et la supervision à distance des capsules autonomes" - managing AI/autonomous vehicle innovation projects, technical/operational supervision of a control centre, building a chatbot - individual project/technical work, no ownership of an internal knowledge or governance function.

resolved_account_name: Kisio


James Ashby

sourced_title: Senior Information Technology Manager

firm: ERG

headline: Senior Information Technology Manager at ERG

position: Senior Information Technology Manager

company: ERG

band_reasons: disqualified; low_conf

evidence_experience: No further detail provided beyond the title and employer.


Manuel Carbajo del saz orozco

sourced_title: Technical Lead & Big Data Expert

headline: Expert & TechLead at NFQ

position: Technical Lead & Big Data Expert

band_reasons: disqualified; ie_unclear; low_conf; company_concern; builder

evidence_experience: Only line available: "Technical Lead & Big Data Expert @ Nfq Advisory, Solutions, Outsourcing (05/2025 - Present)" - no detail on internal function ownership, no About section, no further context.


Qaizer Qureshi

firm: TELUS Digital

headline: Senior Data developer

about: • Senior Data Engineer with 12+ years of experience designing, developing, and optimizing enterprise-scale data platforms and cloud-based analytics solutions. • Azure Data Engineer: 6+ years of Experience in designing and building scalable ETL/data pipelines using tools like Azure Data Factory, Azure Data Flow and Azure Databricks, with seamless integration into Azure Data Lake, Delta Lake, Blob Storage, and Azure SQL Database. • Data Modeler with 4+ years of experience in end-to-end database design, data warehousing, and enterprise data architecture. Proven expertise in translating complex business requirements into robust OLTP (3NF) and OLAP (Star/Snowflake) data models. • Strong knowledge of SQL and PL/SQL. • Extensive expertise in building scalable ETL/ELT pipelines and distributed data processing environments for high-volume workloads. • Strong background in data architecture, data modelling, cloud migration, and implementing secure and governed data ecosystems. • Experienced in delivering business intelligence and reporting solutions that support strategic decision-making and operational excellence. • Proven ability to improve data quality, optimize performance, and implement DevOps practicesfor production-grade applications. • Developed enterprise BI solutions using Power BI, Qlik Sense and SAP BOE, including dashboards, reports, KPIs, and data visualisations to support strategic decision making. • Adept at collaborating with cross-functional teams and mentoring engineers to deliver high-impact data solutions. • Experience delivering production-grade applications using Microsoft Power Platform (Power Apps, Power Automate, and SharePoint), enhancing business process automation and operational efficiency.

company: TELUS Digital

description: Designed and implemented scalable Azure-based data solutions, improving platform performance by 30%. • Developed enterprise ETL and ELT pipelines using PySpark on Databricks, reducing data processing time by 40%. • Built and optimised large-scale data transformation workflowsfor distributed data processing and maintain Lakehouse architecture (Bronze/Silver/Gold medallion layers) using Delta Lake. Optimize Spark jobs for performance and cost (partitioning, caching, cluster sizing/auto-scaling, Ph

evidence_experience: Designed and implemented scalable Azure-based data solutions... Developed enterprise ETL and ELT pipelines using PySpark on Databricks... Built and optimised large-scale data transformation workflows for distributed data processing and maintain Lakehouse architecture


Daniel Sonné dipoko

publicIdentifier: daniel-sonne

sourced_title: Data scientist confirmé

firm: Nexialog Consulting

headline: Consultant Data Scientist chez Nexialog Consulting

about: Actuellement Data scientist chez Micropole, je suis en mission dans le domaine de la détection de fraude.

position: Data scientist confirmé

company: Nexialog Consulting

evidence_experience: "je suis en mission dans le domaine de la détection de fraude" - client delivery mission, no internal function ownership.

resolved_account_name: Nexialog Consulting


Andrea Monico

sourced_title: Information Technology Consultant

headline: Data Engineer

position: Information Technology Consultant

band_reasons: technical_builder_no_ownership; ie_unclear; low_conf; builder


Curt w. Leuschner

sourced_title: Business Consultant - Audit / Compliance Review

firm: Treliant LLC

headline: Business Consultant Audit / Consumer Compliance SCRA

about: Accomplished, results driven sales professional with 20 years of progressive diversified experience in the field of communications, marketing, sales and advertising. Employs a customer focused-approach to increase and retain existing business. Keep up-to-date with changes in the industry through continuing professional development. Takes pride in being up to date on current trends in the business marketplace. Critical thinker and problem solver noted for ability to manage multiple concurrent projects. Core Competencies: Business development and strategic planning Financial planning and budget management Performance improvement Business to Business Sales - Strengthen new and existing relationships

company: Treliant LLC

description: Conduct compliance loan review analysis for Service members Civil Relief Act (SCRA) and related consumer loans and mortgages, identify and verify exceptions. Analyze and interpret data with a working knowledge of laws and regulations governing consumer loans or residential mortgages.

resolved_account_name: Treliant (Acquired by Huron - 2025)


Tejaswi Kollepara

publicIdentifier: tejaswikollepara

sourced_title: Data Consultant

firm: Thoucentric

headline: Data Consultant@Thoucentric | BI & Analytics | SQL | Tableau | Alteryx | Python| Power BI | Data Engineering

about: Results-driven Data Consultant with 4+ years of experience in transforming raw data into actionable insights. Skilled in SQL, Python, Tableau, Power BI, and Alteryx, with expertise in building interactive dashboards and optimizing ETL workflows. Adept at simplifying complex data to empower informed decision-making. My experience spans business intelligence, data engineering, and process automation, with a strong track record in streamlining reporting and visualization for major clients. I thrive in collaborative environments, working with stakeholders to tailor data-driven strategies. Currently, I am upskilling in Apache Airflow, GCP, and AWS to expand my cloud-based data capabilities. Let’s connect to discuss data analytics, automation, and innovative problem-solving!

position: Data Consultant

company: Thoucentric

description: At Airbnb, I am currently working on the Capacity Planning Performance Dashboard, optimizing workforce planning and forecasting. Using Tableau, SQL, Superset, Minerva, and Python, I develop interactive dashboards that provide real-time workforce analytics. I structure data using complex SQL queries, conduct exploratory analysis in Superset, and automate ETL pipelines with Python to streamline reporting. This dashboard enables Airbnb to track key workforce KPIs, such as backlog, worktime, interac

evidence_experience: "At Airbnb, I am currently working on the Capacity Planning Performance Dashboard, optimizing workforce planning and forecasting."

resolved_account_name: Thoucentric


Veera Palacholla

headline: Senior AI Engineer at Relanto | Fullstack AI Engineer | Working on AI applications at Google (via Relanto)

evidence_experience: "Senior AI Engineer @ Relanto (07/2025 - Present)" with headline noting work is performed at Google via Relanto.

resolved_account_name: Relanto


Tayana Melo rabelo

publicIdentifier: tayana-melo

sourced_title: Analista de Teste Funcionais e Requisitos Sr

firm: MJV Technology & Innovation

headline: Tecnologia, Inovação e Estratégia

about: Atualmente, atuo como Analista de Teste Funcionais e Requisitos Sênior na B3, onde sou responsável pela qualidade e análise de requisitos da nova Plataforma de Leilões. Meu foco é garantir que sistemas de missão crítica, que movimentam ativos estratégicos do país, operem com 100% de precisão funcional e conformidade regulatória. Unindo o rigor do mercado financeiro à complexidade do setor de mineração, trabalho na ponte entre as necessidades de negócio e a entrega tecnológica de excelência. ✉ E-mail: tayanaxd@gmail.com👩🏽💻Github: https://github.com/tayana-melo📸 Instagram: https://www.instagram.com/tayanhoin/

company: MJV Technology & Innovation

description: Projeto: Plataforma de Leilões Atuação estratégica no ciclo de vida de desenvolvimento da plataforma de leilões da B3 voltada à ANM, garantindo a integridade de sistemas críticos para o setor mineral brasileiro. Engenharia de Requisitos: Refinamento técnico e funcional de regras de negócio complexas, transformando normativas da ANM em especificações acuradas para o time de desenvolvimento. Garantia de Qualidade (QA): Planejamento e execução de testes funcionais end-to-end, assegurando a resiliên

evidence_experience: "Engenharia de Requisitos: Refinamento técnico e funcional de regras de negócio complexas... Garantia de Qualidade (QA): Planejamento e execução de testes funcionais end-to-end" - all client project delivery work, no internal function ownership


Kevyn mario Gnonsey

sourced_title: Chef d’équipe du support informatique

firm: Cofomo

headline: IT Team Lead | Chef d’équipe support informatique

position: Chef d’équipe du support informatique

company: Cofomo

evidence_experience: Chef d’équipe du support informatique @ Cofomo (01/2022 - Present) - no further detail provided beyond title.

resolved_account_name: COFOMO


Marcelo Ayala gonzález

sourced_title: Senior Consulting Analyst

firm: Clearsulting

headline: Senior Data Analyst | Power BI & Microsoft Fabric | Semantic Modeling | Lakehouse & Enterprise Reporting |

about: Senior Business Intelligence Analyst with 5+ years of experience delivering enterprise reporting, financial analytics, and process automation solutions using Microsoft Fabric, Power BI, Alteryx, SQL, and Python. Experienced designing end-to-end analytics solutions leveraging Lakehouse architecture, Dataflows Gen2, Semantic Models, and executive dashboards to transform complex financial and operational data into actionable business insights. Proven track record integrating data across multiple ERP systems, automating critical finance processes, and enabling data-driven decision making for leadership teams.

position: Senior Consulting Analyst

company: Clearsulting

band_reasons: disqualified; builder

evidence_experience: "Senior Business Intelligence Analyst with 5+ years of experience delivering enterprise reporting, financial analytics, and process automation solutions... integrating data across multiple ERP systems, automating critical finance processes, and enabling data-driven decision making for leadership teams."

resolved_account_name: Clearsulting


Kathi Robards

publicIdentifier: kathirobards

firm: Cartesian

headline: Director, Contracts Administration and Compliance at Cartesian, Inc.

about: Experienced Administrator with a demonstrated history of working in the management consulting industry as well as the local government public sector. Strong operations professional skilled in Government Administration, Corporate Governance, Financials and Budgeting, Strategic Planning, Human Resources, Contract Administration, Governmental Compliance, Risk Management, and Business Process Improvement.

company: Cartesian

description: Contract Administration, Negotiation and Review Corporate Governance and Company records custodian Governmental Compliance (international and domestic) Global Insurance Trademarks and Patents

band_reasons: disqualified

resolved_account_name: Cartesian


Giulia Garelli

publicIdentifier: giuliagarelli

sourced_title: Digital Content Specialist

firm: Arsenalia

headline: Digital Content Specialist

position: Digital Content Specialist

company: Arsenalia

evidence_experience: Digital Content Specialist @ Arsenalia (09/2022 - Present) - no further detail provided.


Tagore Shetty

sourced_title: Senior Data Engineer

firm: Relanto

headline: Senior Data Engineer at Relanto

about: 1) Having 5+ Years of professional IT experience in this area of snowflake cloud data warehouse, snowflake developer and Linux. 2) Hands-on experience in bulk loading and unloading data into Snowflake tables using COPY command. 3) Experience in working different areas of RDBMS, Data loading through SQL loader 4) Extensive knowledge in System Analysis, Development, Implementation, Production Support and Maintenance of Data Warehouse Business Applications. 5) Worked on writing SQL queries against Snowflake Developing scripts to Extract, Load, and Transform data 6) Experience in writing complex SQL scripts using Statistical Aggregate functions and Analytical functions to support ETL in snowflake cloud data warehouse. 7) Handling large and complex data sets like JSON, CSV files from various sources like AWS S3. 8) Good understanding of Snowflake capabilities like Snow pipe, STREAMS, TASKS etc. 9) Good knowledge on Snowflake Stages (User Stage, Table Stage, Named Stage, External Stage). 10) Having good experience in creating parameters, sorting, grouping and binning.

company: Relanto

evidence_experience: "5+ Years of professional IT experience in this area of snowflake cloud data warehouse, snowflake developer and Linux" and "Hands-on experience in bulk loading and unloading data into Snowflake tables using COPY command."


Yuxiang Mao

sourced_title: Knowledge Specialist

firm: Ipsos Strategy3

headline: Ipsos Strategy 3 - Knowledge Specialist

position: Knowledge Specialist

company: Ipsos Strategy3

primary_strip: C

evidence_experience: Only role listed is "Knowledge Specialist @ Ipsos Strategy3 (04/2019 - Present)" with no further detail on scope, ownership, or specific responsibilities.


Gaetan T.

publicIdentifier: gaetantremoureux

sourced_title: Program Leader Innovation

firm: ABGi France

headline: Programme Leader Innovation

about: Experienced Research Consultant with a demonstrated history of working in the financial services industry.

position: Program Leader Innovation

company: ABGi France

band_reasons: weak_title2_only; ie_unclear; low_conf; company_concern


Bill Bewsher

sourced_title: Schedule Risk Analysis

firm: Roads and Maritime Services

headline: Principal at TBH

about: Senior Project Manager and Planner with over 30 years experience and expertise in infrastructure, construction and multidisciplinary projects. Bill thrives on projects with a technical and engineering construction content. Bill is a team player ready to play a lead role or a support role. Specialties: * Planning and Scheduling, Project Controls & Reporting. * Project Manager & Member of Australian Institute of Project Management. * Drafting Contract Conditions and Technical Documentation * Risk Management * Schedule Risk Analysis

position: Schedule Risk Analysis

company: Roads and Maritime Services

evidence_experience: "Leading a team providing Schedule Risk Analysis on some of RMS' most prestigious Megaprojects including W2B, F6 Extension, NorthConnex, Western Harbour Tunnel and Warringah Freeway Upgrade."


Shravan Pareek

sourced_title: Consultant - Risk Advisory

firm: Pierag Consulting

headline: MBA (Finance) & IOC Certified by CISI

about: A keen observer, quick learner and opportunist. I would want to work in a challenging environment where i can utilise my analytical and interpersonal skills to add value to the organisation and develop my potential towards becoming a successful professional.

position: Consultant - Risk Advisory

company: Pierag Consulting

evidence_experience: "I would want to work in a challenging environment where i can utilise my analytical and interpersonal skills to add value to the organisation" - generic, no internal function ownership described.

resolved_account_name: Pierag Consulting


Selina Thompson

sourced_title: Business Consultant/Compliance

firm: TRELIANT LLC

headline: AML/ BSA Compliance

about: Professional in the Financial Services Industry with extensive experience with Fortune 500 Organizations. Focusing on risk management, compliance, Anti Money Laundering, USA PATRIOT ACT, Bank Secrecy Act, politically exposed persons, terrorist financing, KYC, KYC Remediation, due diligence, SCRA, economic sanctions OFAC. Managing multiple deliverables and priorities, driven to reduce risk while balancing compliance with business needs. With over 10 years of diverse experience in qualifying and analyzing risk exposure, mitigation and managing complex projects. I am also known for cultivating relationships across business lines, leading successful teams, and strong business acumen with a focus on accuracy and quality.

position: Business Consultant/Compliance

company: TRELIANT LLC

evidence_experience: "Professional in the Financial Services Industry with extensive experience with Fortune 500 Organizations. Focusing on risk management, compliance, Anti Money Laundering, USA PATRIOT ACT, Bank Secrecy Act..." - describes AML/BSA compliance consulting delivered to client organizations, no mention of internal knowledge/IP-reuse/AI function ownership.


Ivan Chirkov

publicIdentifier: ivan-chirkov

sourced_title: Data Analyst Research Assistant

firm: WBS Gillmore Centre

headline: MSc MISDI @ Warwick Business School (Predicted First) | Data & Strategy Consultant | Gillmore Centre FinTech & AI | 2nd Place Google x NatWest Hackathon

about: I'm a final-year MSc student at Warwick Business School (MISDI, predicted First — top 2 in cohort), working at the intersection of data analytics and business strategy. Currently I'm working as a Business Consultant at Blackmont Consulting, where I've led 50+ stakeholder interviews and delivered market analysis and requirements for a UK expansion case. Alongside that, I'm a Data Analyst Research Assistant at the Gillmore Centre for FinTech & AI at Warwick, building predictive models for UK housing price analysis using ONS data and Python. I was selected for IBM AI Starship Arena - one of a small number of students university-wide chosen to build an AI and autonomous agents platform for IBM as my external dissertation. In 2026 I placed 2nd in the Google x NatWest Hackathon (reached the final round of 4 from 100+ participants), building muesli.ai - an AI-powered career hub for students. I also won 2nd place in the Gillmore Centre FinTech & AI Hackathon the same year. Outside of work and study, I teach importance of education and global citizenship to primary school pupils across three Coventry schools as part of UNICEF's education programme, and consult for UNICEF directly on programme delivery strategy. I'm graduating September 2026 and actively exploring data analyst, business analyst, and digital/tech/AI consultant roles in the UK. Open to conversations - feel free to connect.

position: Data Analyst Research Assistant

company: WBS Gillmore Centre

description: - Contributing to the development of a large-scale historical equity dataset for an Emerging Markets universe using Capital IQ. The role involves sourcing and structuring market, valuation, fundamental, and event-driven data across a broad set of securities, transforming raw extractions into standardised monthly panel datasets, and documenting the associated data methodology. - Key areas of focus include security identifier mapping (SEDOL/ISIN cross-referencing), fiscal year-end alignment, missi

evidence_experience: "building predictive models for UK housing price analysis using ONS data and Python" and "led 50+ stakeholder interviews and delivered market analysis and requirements for a UK expansion case" - both are client-facing delivery or hands-on technical building with no function-ownership remit.


Thomas Duchéron

sourced_title: Consultant Data

headline: Consultant - Data Scientist

position: Consultant Data

evidence_experience: Consultant Data @ Nexialog Consulting (09/2024 - Present) - no further detail provided


Vaggelis Sofronas

sourced_title: Senior Information Technology Specialist

firm: Grant Thornton Greece

headline: IT Systems Engineer

company: Grant Thornton Greece

evidence_experience: Only entry is the title and employer with no further description of duties, function ownership, or knowledge/AI remit.

resolved_account_name: Grant Thornton Greece


Harry Koulaouzidis

headline: Director Information Technology Operations at Grant Thornton Greece

about: Experienced Budgeting professional with demonstrated history of working in several industries including manufacturing, engineering and technology, as well as retail .

evidence_experience: Only role listed is Director IT Operations at Grant Thornton Greece since 2018; no further detail on scope provided, About section describes generic budgeting background across industries, not specific to this role.


Nikita Namestnikov

publicIdentifier: nik-namestnikov

sourced_title: Senior Associate

firm: Partners in Performance, Part of Accenture

headline: Senior Data Scientist at DataStories®

about: I'm an MSc in Maths, passionate about helping people and organizations make valuable decisions with the power of data and advanced analytics technologies. I have over 7 years of experience working in data science as a consultant in various projects across multiple industries. For the last 3 years, my customers are companies with complex manufacturing and R&D processes: food producers, smelters, home-care products manufacturers, etc. Previously I was an analytical consultant in SAS, where I analyzed the data for some of the biggest companies in Russia using SAS and open source technologies. Originally started in Banking (credit scoring, fraud prevention), I then switched to Marketing (churn prediction) and Retail (demand forecasting, stock optimization). Skills: Machine Learning, Scikit-learn, Keras, Python, SQL, Pandas, PySpark, SAS, Airflow, PowerBI

position: Senior Associate

evidence_experience: "I have over 7 years of experience working in data science as a consultant in various projects across multiple industries. For the last 3 years, my customers are companies with complex manufacturing and R&D processes"


Franziska Mäckle

sourced_title: Innovationsberaterin

firm: EurA AG

headline: Innovationsberaterin bei EurA AG

position: Innovationsberaterin

company: EurA AG

evidence_experience: Innovationsberaterin @ EurA AG (02/2024 - Present) - no further detail provided

resolved_account_name: EurA AG


Jessica Petras

publicIdentifier: jessicapetras

sourced_title: Senior Information Technology Program Manager

firm: Kincentric

headline: Senior IT Program Manager

about: Experienced Senior IT Program Manager with expertise in managing SAFe projects, life cycle management, organizational strategic planning, and cross functional team management. I'm a highly self motivated, results driven, and altruistic program manager. Over the last 9 years I have developed a diverse background managing projects across various IT organizations. I thrive in complex, fluid environments with opportunities to drive structure and collaboration.

company: Kincentric

description: · Managing and optimizing our IT budget through partnerships with our procurement team for seamless operations, overseeing renewals and new contracts for 30+ vendors with a keen focus on cost reduction and elimination of unnecessary expenditures. · Leading priorities, dependencies, sprint planning, standups, execution monitoring, risk mitigation, delivery, release plans, incident management, and leadership status reporting for the Kincentric IT organization consisting of 5 scrum teams across mul

evidence_experience: Leading priorities, dependencies, sprint planning, standups, execution monitoring, risk mitigation, delivery, release plans, incident management, and leadership status reporting for the Kincentric IT organization consisting of 5 scrum teams across multiple regions worldwide.

resolved_account_name: Kincentric


Masahiro Nagataki

sourced_title: Senior Data Architect

firm: NRI netcom, ltd.

headline: ABeam Consulting - Senior Consultant

about: 1998-2000 小売業向けクレジット決済シムテムの開発 2000-2005 ISP向けシムテム基盤構築、運用 2005-2010 多業種(金融、製造、流通、サービス)向けシムテム基盤マネジメント 2010-2015 小売業向けシムテム企画、営業 2015-2016 EC企業向けマーケティング業務支援(KPI運用) 2016- 製造業向けシムテム企画、営業

position: Senior Data Architect

company: NRI netcom, ltd.

evidence_experience: "2016- 製造業向けシムテム企画、営業" (system planning and sales for manufacturing industry clients) and prior similar client-facing roles across sectors


Patricia Jefferson

sourced_title: Senior Market Research Manager

firm: Pournader & Company

headline: Senior Market Research Manager at Pournader & Company

position: Senior Market Research Manager

company: Pournader & Company

band_reasons: disqualified; ie_unclear; low_conf

evidence_experience: Only one role listed with no description beyond title and dates, giving no evidence of internal knowledge/AI/IP-reuse ownership.


Fritz Brownell

publicIdentifier: fritzbrownell

sourced_title: Senior Data Analyst

headline: Senior Data Analyst | Cartesian

position: Senior Data Analyst

evidence_experience: Senior Data Analyst @ Cartesian (08/2025 - Present) - no further detail provided


Christopher Farrow

sourced_title: Data Migration Specialist

firm: Northern Trust

headline: Data Migration Specialist

about: A highly-experienced and versatile Business Analyst/Project Manager with a successful background in delivering business and technical change within the financial services sector including: Investment Management, Wealth Management, Private Banking, Fund Administration and Transfer Agency. A collaborative and hands-on approach to successful delivery, engaging SME’s and stakeholders to senior director level, third parties, delivering fit for purpose operational and technical solutions. Highly accomplished, able to deliver change across multiple functional areas & geographies, including where IT and/or operational services are outsourced, and where system change and/or large-scale data migrations are required. Experience of driving change management, business transformation, technology deliverables, project strategies, data migrations, system integrations and managing third party vendors. Agile, Scrum and Waterfall experience, ability to apply best practice project governance frameworks & methods.

position: Data Migration Specialist

company: Northern Trust

evidence_experience: "A highly-experienced and versatile Business Analyst/Project Manager with a successful background in delivering business and technical change within the financial services sector...Experience of driving change management, business transformation, technology deliverables, project strategies, data migrations, system integrations and managing third party vendors."


Ahmed Damak

sourced_title: Project-, Process- & Risk-Management Consultant

firm: PEC project engineers & consultants GmbH

headline: Project, Process & Risk Management Consultant | Automotive & OEM Process Optimization | PEC Group

about: I combine technical expertise in industrial engineering with four years of hands-on experience in project, process, and risk management. In this role, I analyze existing processes, identify targeted improvement opportunities, and manage the associated risks throughout the entire project lifecycle. My focus is on measurable, sustainable results rather than short-term fixes. Close collaboration with interdisciplinary teams is particularly important to me, along with transparent, goal-oriented communication between all stakeholders — from engineering to management.

description: Seit August 2022 verantworte ich bei der Volkswagen AG vier aufeinanderfolgende Projekte im Projekt-, Prozess- und Risikomanagement — von der Elektronikentwicklung über Fahrassistenzsysteme bis zur Bodensystem-Entwicklung. Prozessmanagement innerhalb der Entwicklung Bodensystem (03.2025 - 07.2025) - Durchführung von Interviews und Workshops mit Fachexperten zur Prozessdefinition - Prozesserhebung in enger Abstimmung mit den Fachabteilungen - Modellierung der Prozesse mit dem Tool “Stages“ - Iden

evidence_experience: "Seit August 2022 verantworte ich bei der Volkswagen AG vier aufeinanderfolgende Projekte im Projekt-, Prozess- und Risikomanagement — von der Elektronikentwicklung über Fahrassistenzsysteme bis zur Bodensystem-Entwicklung."


Gabriel Augustavo

sourced_title: Tech Consultant - AI & Automation | Vale

firm: BIP Brasil

headline: Developer at @ BIP | Computer Engineer

company: BIP Brasil

description: AI and automation consultant at BIP, allocated to Vale one of the world's largest mining companies, delivering intelligent solutions to automate contract verification workflows and reduce manual review effort, processing time, and operational costs. Key contributions: • Enhance and optimize AI agents built with Python, LangChain, and LangGraph to orchestrate contract verification workflows • Refine RAG (Retrieval-Augmented Generation) pipelines to ground agents on domain-specific contractual dat

evidence_experience: "Enhance and optimize AI agents built with Python, LangChain, and LangGraph to orchestrate contract verification workflows" and "Refine RAG pipelines to ground agents on domain-specific contractual data" - purely client-delivery technical building work at Vale, no internal firm function ownership.

resolved_account_name: BIP Brasil


Olga Kandaurova

sourced_title: Senior Manager, Risk Advisory Service

firm: CFGI

headline: Senior Manager, Risk Advisory Service at CFGI

position: Senior Manager, Risk Advisory Service

company: CFGI

description: • Simultaneously drive internal audit projects and Company’s SOX 404 program throughout the lifecycle: preparing budget and staffing, conducting walkthroughs, evaluating control design and executing control testing that meet the current PCAOB Standards and other relevant guidance regarding section 404. • Regularly interact with senior management and external auditors on matters concerning status of Sarbanes-Oxley procedures performed and issues identified. • Provide expertise to businesses on te

evidence_experience: Simultaneously drive internal audit projects and Company's SOX 404 program throughout the lifecycle... Regularly interact with senior management and external auditors on matters concerning status of Sarbanes-Oxley procedures performed and issues identified.

resolved_account_name: CFGI


Agron Çaushi

publicIdentifier: acaushi

firm: South East European University (SEEU)

headline: Associate Professor at South East European University (SEEU)

about: Experienced manager with a demonstrated history of working in the management consulting industry. Skilled in Databases and Business Analytics. PhD in Information Systems from South East European University (SEEU).

company: South East European University (SEEU)

evidence_experience: Associate Professor in Information Systems @ South East European University (SEEU) (10/2023 - Present); About mentions past management consulting experience but current role is academic.


Ludovic Planche

sourced_title: Business Intelligence Consultant

firm: ADIT

headline: Business Intelligence Consultant chez ADIT

position: Business Intelligence Consultant

company: ADIT

band_reasons: disqualified; low_conf; builder

evidence_experience: Business Intelligence Consultant @ ADIT (01/2010 - Present) - no further detail provided


Jessica Devitt

sourced_title: Data Analytics Consultant

headline: Data Analytics Consultant at Inspire11

about: Data and Analytics Consultant with experience in creating & delivering data solutions to bridge the gap between business questions and complex quantitative analysis. An adaptable professional with an analytical focus. Cross-functional team member, skilled in design data and process-driven strategies, to deliver on the end-to-end solution, including data visualizations, KPI analysis, and data models.

position: Data Analytics Consultant

description: Interviewed numerous stakeholders from individual contributors to senior leadership across multiple workstreams – gathering specific needs and requirements for reporting. Performed end-user requirements gathering, data profiling, and process mapping to understand current state systems and assess the need. Analyzed data flows and business logic - evaluating for insights, trends, accuracy, and performance using SQL, R, Excel, Alteryx, while working with multiple business reporting units to automat

evidence_experience: "Interviewed numerous stakeholders from individual contributors to senior leadership across multiple workstreams – gathering specific needs and requirements for reporting...while working with multiple business reporting units to automate reporting needs"


Victoria U.

sourced_title: Information Security Specialist

firm: d-fine

headline: Information Security Specialist at d-fine

position: Information Security Specialist

company: d-fine

evidence_experience: Information Security Specialist @ d-fine (01/2024 - Present) - no further description provided

resolved_account_name: d-fine


Laëtitia Poisson

sourced_title: Team Leader Innovation - Management de projets de RDI financés

firm: ABGi France

description: Team Leader de l'équipe Management de projets financés du service Aides & Subventions d'ABGi France, soit une équipe de 4 personnes localisée à Grenoble et Lyon. ABGi, filiale de Visiativ, est le précurseur et l’acteur incontournable du marché du financement et management de l’innovation, en France et à l’international. Forts de plus de 35 années d’expérience et d’un réseau de 220 experts et consultants en France, 515 dans le monde, nous gérons près de 2 milliards d’euros de financements directs

evidence_experience: Team Leader de l'équipe Management de projets financés du service Aides & Subventions d'ABGi France... nous gérons près de 2 milliards d'euros de financements directs et indirects chaque année au profit d'un large éventail de clients.

resolved_account_name: ABGi France


Karsten Neumann

sourced_title: Dozent

firm: Hochschule Stralsund

headline: Data Protection Management, Landesbeauftragter für Datenschutz und Informationsfreiheit M-V a.D.

about: Datenschutz kann Spaß machen und ist sinnstiftend - richtig verstanden, gemacht und beraten.

position: Dozent

company: Hochschule Stralsund

band_reasons: disqualified; ie_unclear; low_conf; company_concern

evidence_experience: Only role listed is lecturer at a university since 06/2020, no consulting firm internal knowledge/AI function ownership evident.


Johana Fojtíčková

sourced_title: VAT Compliance Consultant

firm: Accace

headline: VAT Compliance Consultant 👩🏽💻

position: VAT Compliance Consultant

company: Accace

description: - registrace e-commerce klientů k DPH - zpracování daňových přiznání - zprostředkování informací mezi klientem a finančním úřadem - komunikace s klienty v angličtině na denní bázi, daňové poradenství se zaměřením na DPH - oslovení nových potencionálních klientů - zaškolování do procesů - zpracování TP analýz

resolved_account_name: Accace


Scott Hamilton

sourced_title: Global Tax Manager, Compliance

firm: Partners in Performance

headline: Chartered accountant (CA), Taxation manager, Accounting Finance manager

about: Throughout the past 10 years I held the position as Australian Taxation manager for The Interpublic Group of Companies, Inc (IPG). Whilst my primary role within IPG was ownership of the Australian group Tax Function, the role evolved to include numerous diversified responsibilities, including: • Management of the Australian group Corporate Tax Function. > As Public Officer, overseeing the filing of all tax compliance obligations and the implementation of policies, procedures and controls in respect of the processing, recording and reporting of tax related data for filing purposes. > Tax effect accounting, general ledger recording and management reporting. > International tax planning and implementation of strategies in consultation with IPG head office Tax department in relation to structuring, financing and Transfer Pricing compliance. > Local tax planning and providing advice to local management of tax implications and risk exposures associated with business transactions and arrangements with clients, suppliers, contractors and employees. > Performing tax due diligence in respect of Australian acquisitions. > Assessing tax risk exposure and overseeing communications with Federal and State tax authorities. > Responsibility for the Tax Function resourcing, expenditure and budgeting. • Responsibility for compilation and signing of annual audited consolidated statutory financial statements and management of relationship with external auditor. • Local facilitator of extensive restructuring and rationalisation of the Australian group legal entity structure. • Extensive involvement in business acquisitions, new company start-ups and major corporate transactions, including acting as Corporate Secretary. • As company director, responsibility for the transactions undertaken by

position: Global Tax Manager, Compliance

company: Partners in Performance

band_reasons: disqualified; owns_internal_but_killed

evidence_experience: "ownership of the Australian group Tax Function... Management of the Australian group Corporate Tax Function... International tax planning... Transfer Pricing compliance"


Bing Zhou

sourced_title: Quality & Risk Management BU Leader in Great China Area

firm: ABeam Consulting China

headline: ABeam Consulting Great China QRM Leader

about: Experienced Senior Manager with a demonstrated history of working in the management consulting industry. Skilled in Oracle Database, Sales, Oracle Reports, IT Strategy, and Management. Strong professional with a Master's degree focused in EMBA from The University of Texas at Arlington.

company: ABeam Consulting China

evidence_experience: Only role listed is the QRM BU Leader position; no further detail on scope of duties given in About/Experience beyond title.


Ranu Hidayat

publicIdentifier: ranu-hidayat

firm: ABeam Consulting

headline: Business Intelligence Consultant, Dept. System Integration at ABeam Consulting

about: I'm Ranu, ETL Consultant | Data Engineer | Business Intelligence Consultant based in Jakarta, Indonesia. My experience has provided me with valuable knowledge in the area of information technology. I have handled some BI Projects at FMCG, hospitals, and the banking industry. You will find me to be a good analytical problem solver with posses communication skills that allowed me to work with teams and individuals.

company: ABeam Consulting

description: - ETL Consultant at PermataBank, Indonesia (Aug 2020 - Present) Responsible to : • Involved into Big Data implementation project and working with AGILE methodology. • Working closely with Business Analyst Team to fulfill the requirement and development. • Designing and developing a Data Lake with integrates data from different sources, transforms and consolidate data by using IBM InfoSphere DataStage as ETL tools and by using Hive & DB2 to store data. • Involved in build phase, System Integratio

evidence_experience: "ETL Consultant at PermataBank, Indonesia (Aug 2020 - Present) ... Designing and developing a Data Lake with integrates data from different sources, transforms and consolidate data by using IBM InfoSphere DataStage as ETL tools and by using Hive & DB2 to store data."

resolved_account_name: ABeam Consulting


Pawan Saini

publicIdentifier: pawan-saini-content

sourced_title: Content Strategist

firm: Ankit Inspires India

headline: Website Operations & SEO | My Startup - Naukri Aspirant | WordPress | Writer | Content Writer & Strategist at Ankit Inspire India

about: As a passionate Content Writer and Strategist at Ankit Inspire India, I am dedicated to creating and implementing content strategies that drive engagement, education, and growth. With a keen eye for detail and a deep understanding of audience needs, I craft content that not only informs but also inspires and educates. In my role at Ankit Inspire India, I collaborate with a talented team of educators and industry experts to produce high-quality educational materials and resources. My work involves developing compelling narratives, optimizing content for SEO, and ensuring that our messaging aligns with our mission of providing accessible and quality education to learners everywhere. As the founder of Naukari Aspirants, I am dedicated to providing top-quality content for one-day and government exams. Our platform offers expert-curated study materials, practice questions, and mock tests, all designed to empower students to achieve their academic and career goals with ease and confidence.

position: Content Strategist

company: Ankit Inspires India

evidence_experience: "As a passionate Content Writer and Strategist... I craft content that not only informs but also inspires and educates... developing compelling narratives, optimizing content for SEO"


Délio Carvalho

publicIdentifier: delio-carvalho

sourced_title: Tech Mid Consultant

firm: Winning

headline: Power Platforms Developer

about: As a Power Platform Specialist with over four years of experience, I design, develop, and deliver end-to-end business solutions using Power Apps, Power Automate, and Power BI. I manage the complete solution lifecycle—from gathering requirements and designing solutions to database creation, deployment, and ongoing support. My strong SharePoint expertise includes content management, permissions, and administration. I'm driven by continuous learning and a focus on delivering impactful digital solutions.

position: Tech Mid Consultant

company: Winning

band_reasons: disqualified; ie_unclear; builder

evidence_experience: "I design, develop, and deliver end-to-end business solutions using Power Apps, Power Automate, and Power BI... My strong SharePoint expertise includes content management, permissions, and administration."

resolved_account_name: Winning


Rafael Falconi

publicIdentifier: rafaelfalconi

sourced_title: UNHIDE School Instructor | Mentor at Photobashing to Concept Art Course

firm: UNHIDE School

headline: Post-production Craft, Matte Painter, Concept Artist & Art Director

about: Rafael Falconi, AKA "Bruxo do Matte Painting" (DMP Wizard) is a digital artist with traditional background. Currently working remotely as digital nomad. His may side-quest is mentoring for the new digital artists. Senior Digital Artist for over 13 years, he has crafted art to over hundreds of Advertising Print Key Visuals. His Photoshop "witchcraft" skills helped award winning studios and agencies to deliver great results to big clients like Audi, Asus, Burger King, Coca-cola, Corona, Free Fire, Mitsubishi, Netflix and World of Tanks, to name a few. Falconi has spoken, presented live demos and DMP challenges for UNHIDE Conference in 2019 and spoken at Photoshop Conference in 2020. Since then he realized his power to inspire through art teaching and live demos, and started his most important "side-quest", his Mentoring program at www.rafaelfalconi.com/mentoria Now his mentoring classes are boosted with +200hs of content and weekly feedback to artists focused on Photoshop learning skills in Concept Art, Illustration, Matte Painting and Post-production. Great working partners like Zombie Studios, Platinum FMD, The End, trusted him to be a part of their teams and craft photoreal visuals over the years. Being a Photographer with a project, a AAA Game Studio, and International agency with a hard timezone to manage or even an Indie client with a dream to visualize, Falconi helps them conceive their ideas into believable, working Concepts and Illustrations with Design/Photobashing techniques. Memorable DMP credits include Matte Painting on Free Fire (Vetor Zero), Black Mirror (Glassworks VFX) and Pride (Boundary VFX). Falconi is also known for his generalist VFX artworks with Globo Television to dozens of TV shows. Highlights: Cannes 3x Shortlist | One Eyeland & Clio Awards | L

company: UNHIDE School

band_reasons: disqualified; company_concern

evidence_experience: "Senior Digital Artist for over 13 years, he has crafted art to over hundreds of Advertising Print Key Visuals...helped award winning studios and agencies to deliver great results to big clients like Audi, Asus, Burger King..."


Mayukh Ganguly

sourced_title: Manager I - Operations

firm: Kincentric

headline: Manager I at Kincentric - A Spencer Stuart Company

position: Manager I - Operations

company: Kincentric

band_reasons: weak_title2_only; ie_unclear; low_conf

evidence_experience: No detail provided beyond the title and dates.


Jayajith A

sourced_title: Senior Data Engineer

firm: Relanto

headline: Senior Data Engineer at Relanto

about: As a Senior Data Engineer, I collaborate and lead the development of cutting-edge Data solutions for clients , focusing on advanced analytics & large-scale data infrastructure. My expertise includes building data lake solutions across Azure and AWS platforms, development of robust data quality frameworks. Notably, I have engineered business critical data pipelines that seamlessly process TBs of data, resolved bottlenecks in pipelines, and build cost effective and optimised workflows for business applications Additionally, I have the ability to work along/ lead different teams across varied spectrum of clients that I have worked with. Skills: • Programming Languages - Python, Scala, JAVA • Processing - Spark • Databases - MySQL, Postgres, MongoDB, CosmosDB • Cloud - Azure,AWS • Data Orchestration - ADF, Airflow • Proficient With Git, CI/CD, Docker, Linux If my profile interests you, and if you'd like to learn more about what I can offer to your company, please reach out via email - jayajitha1994@gmail.com

position: Senior Data Engineer

company: Relanto

evidence_experience: "I collaborate and lead the development of cutting-edge Data solutions for clients , focusing on advanced analytics & large-scale data infrastructure."


Emily Green

sourced_title: First line support specialist

firm: FourNet

headline: FourNet

about: I am a dedicated and well-respected employee who enjoys contributing to team success and productivity by meeting both individual and team targets and deadlines Working within various technical roles over a 13-year span, I have gained a vast amount of technical knowledge and experience, enabling me to manage difficult conversations with customers and resolve complex problems.

position: First line support specialist

company: FourNet

band_reasons: disqualified; ie_unclear

resolved_account_name: FourNet


Kevin Reimundo diaz

publicIdentifier: kevin-reimundo-diaz

sourced_title: Data Consultant

firm: Nfq Advisory, Solutions, Outsourcing

headline: Software Engineer | Computer Science & Mathematics

position: Data Consultant

company: Nfq Advisory, Solutions, Outsourcing

band_reasons: technical_builder_no_ownership; ie_unclear; low_conf; company_concern; builder

evidence_experience: No descriptive text provided beyond title and dates.

resolved_account_name: Nfq Advisory, Solutions, Outsourcing


Michelle Boe

sourced_title: Director Business Risk Services

firm: Control Solutions

headline: Director Business Risk Services at Control Solutions

position: Director Business Risk Services

company: Control Solutions

evidence_experience: No experience narrative provided beyond the title itself.

resolved_account_name: Control Solutions International


Pradeep Kumar

sourced_title: Lead Data Engineer

headline: Lead Data Engineer

about: Experienced Software Engineer with a demonstrated history of working in the information technology and services industry. Skilled in python, Software Development, Django,Infrastructure as Code, Aws, Aws lambda, aws elasticsearch,terraform, cloud formation, git, jenkins, typescript, aws cdk, pytest, Cascading Style Sheets (CSS), and HTML5. Strong information technology professional with a Bachelor of Technology focused in Computer Science from SHRI RAM MURTI SMARAK COLLEGE OF ENGINEERING & TECHNOLOGY.

position: Lead Data Engineer

evidence_experience: "Experienced Software Engineer with a demonstrated history of working in the information technology and services industry. Skilled in python, Software Development, Django, Infrastructure as Code, Aws..."

resolved_account_name: Relanto


Serukera Isaac

sourced_title: Data Collection Manager

firm: Genesis Analytics

headline: M&E l Community Health I Project MGT I DATA Collection Expertl DATA TOOLS Trainer lTranscribing Servicesl Digital Healthl Adult Education Trainerl TOT

about: A versatile individual with a desire to work in a diverse and challenging environment that fosters growth, development, innovation and creativity in its employees. I possess 9 years of progressive experience in M&E, Research, Data Management, and Human Rights and Advocacy at different levels. Have a high level of literacy and I am able to create engaging communications which incite action. Possess exemplary communication and relationship-building skills thus the ability to network skilfully and build mutually beneficial relationships. Work well under pressure and multi-task in order to achieve goals to tight deadlines. An excellent leader with an emphasis on utilising the strengths of colleagues and creating an environment of forward-thinking ideas. I am confident that with my skills and experience, I would make an excellent member of your team. I am looking for to move up to the next phase of my career and I feel that I have gained enough experience to date to be able to accomplish this. I am dedicated and keen to learn new skills to improve any experience for the benefit of me and the company that I work for. Iam very motivated person who is very keen to have a successful career. Detail is also important to me, I like to ensure that I always pay attention to detail on anything that I work on to make sure that I complete the task successfully.

position: Data Collection Manager

company: Genesis Analytics

evidence_experience: "Conduct FGDs and KII PLus House Hold Surveys in all the Divisions in Kamapala"

resolved_account_name: Genesis Analytics


Hala El-huraiby

publicIdentifier: hala-el-huraiby

sourced_title: Data and Business Analytics Consultant

firm: Albany Beck

headline: Data and Business Analytics Consultant at Albany Beck | Economics graduate

position: Data and Business Analytics Consultant

company: Albany Beck

description: Through the Pioneer program at Albany Beck, I have been equipped with the latest tools and techniques in Data Analytics, Python, Cloud Computing, Machine Learning, and Digital Transformation, enabling me to help organisations tackle complex data challenges. The Pioneer program is designed to not only develop technical expertise but also provide real-world problem-solving skills that empower me to deliver impactful results from day one. At Albany Beck, we pride ourselves on our agile, diverse, an

evidence_experience: "helping companies stay competitive in today's data-driven landscape" and "empower me to deliver impactful results from day one" - describes client-facing service delivery, not internal function ownership.

resolved_account_name: Albany Beck


Thiago Pereira lemos ribeiro

sourced_title: Knowledge Officer Manager

firm: INDG

headline: Knowledge Officer Manager at FALCONI

position: Knowledge Officer Manager

company: INDG

band_reasons: title_mirage_body_contradicts; ie_unclear; low_conf; company_concern; rescued_knowledge_title

evidence_experience: Knowledge Officer Manager @ INDG (2004 - Present) - no further detail on scope, ownership, or internal vs external nature of the role.


Stéphane Dubois

sourced_title: Manager & Expert Data Intelligence

firm: Oresys

headline: Manager & Expert Projet de Transformation chez Oresys

about: 15 ans d’expériences dans le conseil et la conduite de grands projets d’organisation et de systèmes d’information en France et à l’International Expert dans le domaine de la Data Intelligence Product (Retail, Pharma, Automotive & industrial Goods, BTP). En charge de l’activité de conseil auprès des DSI et du conseil en transformation digitale

position: Manager & Expert Data Intelligence

company: Oresys

description: Schémas directeur SI : ¤ Préciser et valider la cible SI pressentie, basée sur deux briques applicatives principales : confirmation au regard de la stratégie du Groupe, mise en avant des apports métier, identification des points clés de définition de la cible et des principes d’appréciation, étude de la faisabilité et des conditions d’atteinte Proposition d’un dispositif de gouvernance du Schéma Directeur pour le faire « vivre » dans le temps, dans un contexte mouvant Conduite du changement : ¤C

evidence_experience: "En charge de l'activité de conseil auprès des DSI et du conseil en transformation digitale" and "Schémas directeur SI" work for client organisations

resolved_account_name: Oresys


Barbara Wyrzykowska-ceradini, ph.d.

sourced_title: Senior Research Scientist & Department Manager

firm: ERG

headline: Senior Research Scientist at Eastern Research Group, Inc.

company: ERG

evidence_experience: "Senior Research Scientist and Homeland Security Research Department Manager for Onsite Research Support (ORS) contract with USEPA"


Abdulaziz Alhazaany

sourced_title: Director of Patient Information Management Administration at Riyadh Second Health Cluster.

firm: Riyadh Second Health Cluster تجمع الرياض الصحي الثاني

headline: Chairperson of Patient Info Management Dept في King Fahad Medical City - KFMC

evidence_experience: Only role listed is Director of Patient Information Management Administration at a health cluster, with no consulting/professional services knowledge-management context.


Maxime Ghosez

sourced_title: QC Validation Coordinator – Data Reduction - Avertim Consultant @GSK

firm: GSK

company: GSK

evidence_experience: "Software upgrade : SoftMax Pro 7.1 & Excel 2016/365 Coordinator, Validation Projects : eCC, CAPA, Deviation Writing technical procedures (SOP & Working Instructions) Newcomers training" - all client-site QC/validation deliverables at GSK, no internal firm knowledge/AI ownership signal.


Lola Adeyemi

publicIdentifier: lolacompassoc

headline: Compliance Analyst

evidence_experience: KYC Consultant (at Citco Bank Nederland NV) @ Albany Beck (11/2022 - Present) - embedded compliance/KYC work at a named client bank.


Jon Gore

publicIdentifier: jon-gore

sourced_title: Freelance - Scenario Modelling and Data Consultancy

firm: Gore Consulting

headline: Scenario Modelling and Data Consultancy - Independent management consultant

about: I have over 20 years experience working on a variety of consulting, modelling and analytical roles across many industry verticals - for blue chip consultancies (Accenture and PwC Consulting), niche consultancies, market research firms and since 2006 as a freelance consultant. My interest is in applying rigorous scenario analysis to strategic and operational decisions Experience: SQL Server, advanced Excel, Power BI, financial modelling, scenario modelling, strategic modelling, data mining, customer insight, benefits tracking, MI, reporting, marketing evaluation, econometric modelling, spreadsheet modelling best practice, balanced scorecard, dashboards, operational research, management science, decision support, retail operations modelling, supply chain modelling, org design modelling, project management, stakeholder management Across many industries: Airlines, Media, Retail, Telecoms, FS, Pharma, Fashion, FMCG, Public sector, Charity

company: Gore Consulting

description: Available for part-time engagements Skills include • SQL Server (T-SQL), advanced Excel, Power BI • Data analytics and modelling • Financial/strategic scenario modelling • Data integration and alignment of multiple data sources Previous projects include • Supply chain mapping & simulation modelling for global pharma firms, to support scenario planning & strategy formulation • Redefinition of sales metrics for a leading global telecoms firm – stakeholder management, architecture redevelopment, im

band_reasons: disqualified; company_concern; builder


Robert Cooke

sourced_title: Director of Financial Compliance

firm: Adventist Development and Relief Agency

headline: Internal Audit for Adventist Development and Relief Agency

position: Director of Financial Compliance

company: Adventist Development and Relief Agency

evidence_experience: Only role listed: Director of Financial Compliance @ Adventist Development and Relief Agency, no description of knowledge/AI/IP-reuse work.


Arno Scheerlinck

publicIdentifier: arnoscheerlinck

sourced_title: Software Expert

firm: QbD Group

headline: Data Integrity Analyst at Johnson & Johnson

about: I’m an enthusiastic and adaptable Biochemist with strong analytical and problem-solving skills and a growing passion for IT and technology.I thrive in collaborative environments, where I contribute scientific reasoning, critical thinking, and creative problem-solving to achieve shared goals.My interests span scientific research, medical innovation, and environmental sustainability. I’m particularly motivated by opportunities at the intersection of science, technology, and real-world impact.

position: Software Expert

company: QbD Group

evidence_experience: "I'm an enthusiastic and adaptable Biochemist with strong analytical and problem-solving skills and a growing passion for IT and technology."


Kåre Fadnes

sourced_title: Project -, Contract - and Risk Management

firm: Dovre Group

headline: Quality and Risk Management

about: Now I work with Quality and Risk Management for BaneNOR on the Follobanen project (EPC Ski project). The Follobanen project is the largest infrastructure project in Norway, with a budget on 25 billion NOK. Before that I have more than 30 years experience from the Norwegian oil and gas industry in different positions. I worked 7 years for Statoil on several EPCI projects where the main Contractors were Aker Solutions, Aibel and Fabricom. I had the following positions in Statoil : Project Control Manager, Contract and Procurement Manager, Quality and Risk Manager (QRM). Earlier I worked for Aker Solutions and have more than 20 years experience as Project Manager for 10 different EPCI Contracts. All my projects were offshore modification projects for Statoil, and for all 10 projects I was the Project Manager from the start to final completion, including documentation and close-out. For Aker I also had positions as Tender Manager, QA Manager and Risk Management Specialist

company: Dovre Group

description: I now work for Jernbaneverket, Oslo, with Quality and Risk Management on EPC Ski, Follobaneprosjektet. Before that I worked in 7 years for Statoil on several EPCI projects and had the following different positions: Contract / Procurement Manager: - handle all contractual matters - fasilitate contract reviews - fasilitate "Change Boards" - handle Variation Orders - establish Contract Follow-up Strategy - follow-up all procurement activities, including budget Quality and Risk Manager : - advice an

evidence_experience: "Now I work with Quality and Risk Management for BaneNOR on the Follobanen project" and "handle all contractual matters... fasilitate work-shops to identify risk" - purely client project delivery, no internal knowledge/AI function ownership.

resolved_account_name: Dovre Solutions