Critical For Us To Understand Jobs

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Critical For Us To Understand roles sit at the crossroads of data science and policy, driving decisions that shape compliance, privacy, and AI governance. With new regulations such as the EU AI Act, the CCPA, and emerging global data protection frameworks, companies need experts who can translate complex legal mandates into actionable data strategies, leading to a surge in demand for specialists who audit models, map regulatory requirements to data pipelines, and demonstrate auditability.

Typical positions include Data Governance Lead, Policy Analyst, Risk Assessment Specialist, Compliance Officer, and Data Ethics Lead. Responsibilities range from developing data lineage maps in AWS Glue, building compliance dashboards in Tableau, writing Python scripts for automated policy checks, to leading ISOโ€ฏ27001 certification efforts and crafting GDPR impact statements.

Salary transparency is crucial because these specialists operate in highโ€‘stakes environments where misaligned compensation can lead to talent attrition and overlooked expertise. Clear pay bands help attract candidates proficient in niche tools like AWS Data Analytics, CCA, or Causal Inference, and they promote equity across gender and minority groups in a field that historically shows pay gaps.

Lead AWS Developer

Company: IBM

Location: Cheltenham, GB

Posted Dec 05, 2025

The role is a Lead Developer position at IBM Consulting, working in Client Innovation Centers Delivery Centers. It involves leading a team of developers, overseeing software development life cycle, collaborating with cross-functional teams, and leveraging AWS expertise. The company offers regular promotions, feedback, training opportunities, diversity and inclusion, and work-life balance benefits.

Production Engineer

Company: IBM

Location: Markham, CA

Posted Dec 05, 2025

The text describes a career opportunity at IBM Software, focusing on creating AI-powered cloud-native software solutions. The role involves ensuring platform reliability, automating operations, incident response, Kubernetes management, observability, infrastructure as code, cross-functional collaboration, performance tuning, and security compliance. A bachelor's degree is required, with a preference for a master's degree. Required expertise includes Kubernetes, AWS/GCP/Azure, Terraform, Helm, IaC, Linux systems, networking, security, monitoring tools, automation, scripting, incident management, and CICD pipelines.

Java Back-end Developer – z/OS Integration Services

Company: IBM

Location: BANGALORE, IN

Posted Dec 05, 2025

The job posting is for a skilled Java Backend Developer to build and deliver robust software modules for modern web services hosted on a zOS mainframe environment. The role involves designing, developing, testing, and deploying Java-based backend integration modules, building and managing secure APIs, deploying and maintaining web services within a WebSphere Application Server Liberty profile environment on zOS, developing efficient data access layers to interact with mainframe data sources, implementing strong authentication and authorization controls, and integrating monitoring and tracing capabilities into all services. The ideal candidate should have a strong technical aptitude, 8+ years of IT experience, deep proficiency in Java backend development, extensive experience designing and implementing RESTful web services, familiarity with the zOS operating system, and experience with mainframe data stores and modern DevOps practices.

Back-end Developer

Company: IBM

Location: BUDAPEST, HU

Posted Dec 05, 2025

The text describes a role focused on end-to-end feature development for a cloud platform, requiring experience with TypeScript, Node.js, REST APIs, AI integration, containerization, and Agile methodologies. The role involves collaboration, code reviews, documentation, and mentoring team members.

Analyste Développeur Migration Cloud C# .Net - IBM Client Innovation Center - H/F

Company: IBM

Location: Multiple Cities

Posted Dec 05, 2025

The text describes a role in IBM Consulting where the individual will work with visionary clients across various sectors to improve hybrid cloud and business processes. The role involves cloud migration projects, particularly with Red Hat OpenShift, Kubernetes, Docker, and .NET Core. The position requires strong technical skills, soft skills, and a passion for technology and innovation.

Managing Consultant - SAP S4 HANA PP/QM

Company: IBM

Location: No City, US

Posted Dec 05, 2025

The text describes a career opportunity at IBM Consulting, focusing on validating SAP SCM Supply Chain Management functionality, particularly Production Planning modules on the SAP S4HANA platform. The role involves collaborating with stakeholders, developing test cases, performing various testing activities, and supporting go-live and post-go-live activities.

Software Developer

Company: IBM

Location: Krakow, PL

Posted Dec 05, 2025

IBM Software is seeking a skilled backend developer to join their team. The role involves developing and maintaining high-quality software products, working with various technologies and programming languages. Collaboration with developers, designers, and product managers is emphasized to ensure software aligns with user expectations and meets quality standards.

Security Consultant - SOAR

Company: IBM

Location: Mumbai, IN

Posted Dec 05, 2025

The text describes a career in IBM Consulting, focusing on working with clients globally, improving hybrid cloud and AI, and leveraging IBM's technology platforms. It highlights the importance of curiosity, continuous learning, and collaboration. The role involves security incident investigation, SIEM tool management, threat hunting, and change management.

Technical Agent (Bilingual German and English)

Company: IBM

Location: Zagreb, HR

Posted Dec 05, 2025

The Client Innovation Center Zagreb in Croatia is a strategic IBM center for global delivery of technology support services. The role involves remote technical support of IBM hardware and software products, providing troubleshooting, problem determination, and assistance with product documentation. The position requires fluency in German and English, good communication skills, and the ability to coordinate multiple tasks.

Data Scientist-Artificial Intelligence

Company: IBM

Location: Pune, IN

Posted Dec 05, 2025

The role involves working in IBM Consulting Client Innovation Centers Delivery Centers to deliver technical and industry expertise to clients worldwide. Responsibilities include scaling an existing RAG code base for a production-grade AI application, developing POCs, and collaborating with development teams. Required skills include proficiency in Python, AI frameworks, and cloud platforms like Azure.

Delivery Consultant, DB2 on z/OS

Company: IBM

Location: Multiple Cities

Posted Dec 05, 2025

The text describes the role of a Delivery Consultant at IBM Technology Expert Labs, where they work closely with clients to design, deliver, and optimize IBM technology solutions. The role requires technical expertise in IBM products, problem-solving skills, and the ability to collaborate with clients to address real business challenges. The position offers excellent onboarding, a collaborative culture, and opportunities for career advancement.

Complex Project Manager-SAP HANA

Company: IBM

Location: Mumbai, IN

Posted Dec 05, 2025

IBM Consulting seeks skilled consultants with SAP expertise in project management. The role involves leading teams, managing large-scale strategic projects, and delivering end-to-end implementations. The company values curiosity, continuous learning, and long-term career growth.

Frequently Asked Questions

What are the typical salary ranges for Critical For Us To Understand roles by seniority?
<p><strong>Junior:</strong> $70‑$90k</p><p><strong>Mid‑Level:</strong> $90‑$120k</p><p><strong>Senior:</strong> $120‑$160k</p><p><strong>Lead/Director:</strong> $160‑$200k</p>
What skills and certifications are most valuable?
<p><strong>Technical:</strong> Python, R, SQL, Tableau, Power BI, AWS Data Analytics, GCP BigQuery.</p><p><strong>Certifications:</strong> ISO 27001 Lead Implementer, CCA (Certified Compliance & Ethics Professional), GDPR Practitioner, AWS Certified Data Analytics Specialty.</p>
Is remote work common in this category?
<p>Many companies offer full‑remote or hybrid options. Tech firms, FinTechs, and government contractors frequently support remote teams, provided secure data access and compliance controls are in place.</p>
What career progression paths exist?
<p>Start as a <strong>Policy Analyst</strong> or <strong>Data Analyst</strong>, advance to <strong>Senior Analyst</strong>, then to <strong>Lead Analyst</strong> or <strong>Manager of Data Governance</strong>, and finally to <strong>Director of Compliance & Data Strategy</strong> or <strong>Chief Data Officer</strong>.</p>
What industry trends are shaping Critical For Us To Understand roles?
<p>RegTech adoption, AI ethics frameworks, real‑time data compliance, and the rise of causal inference models for policy impact analysis are driving demand. Companies increasingly invest in automated policy monitoring tools and cross‑functional data‑policy teams.</p>

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