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.

Software Developer Intern 2026

Company: IBM

Location: Multiple Cities

Posted Dec 18, 2025

This job description outlines the role of a Software Developer Intern, emphasizing hands-on experience with real-world projects, collaboration with designers and developers, and proficiency in modern web technologies. It details responsibilities such as Agile development, UI design, and API integration, along with required education and technical skills.

Production Engineer

Company: IBM

Location: Mulhuddart, IE

Posted Dec 18, 2025

IBM Software seeks a Platform Production Engineer to scale and optimize multicloud infrastructure. Responsibilities include ensuring platform reliability, automating operations, and collaborating with teams to enhance stability and security. The role emphasizes innovation, growth opportunities, and impactful contributions to digital transformation.

SAP FI CO Complex Project Manager

Company: IBM

Location: LISBOA, PT

Posted Dec 18, 2025

This text describes a senior consulting role at IBM with opportunities to work on innovative projects, lead complex engagements, and contribute to business growth. It emphasizes collaboration, technical expertise, and leadership in SAP implementations while highlighting the impact of the role on clients and IBM's services revenue.

Data Engineer-Data Integration

Company: IBM

Location: QUEZON CITY, PH

Posted Dec 18, 2025

The text promotes IBM Consulting's career opportunities, emphasizing collaboration, innovation, and growth. It highlights roles in hybrid cloud and AI, technical expertise, and professional development while outlining required skills and responsibilities.

SAP ABAP Hana specialist

Company: IBM

Location: Multiple Cities

Posted Dec 18, 2025

The text promotes IBM Consulting's career opportunities, emphasizing collaboration, innovation, and growth. It highlights roles involving cloud-native development, integration of SAP systems, and delivering impactful solutions through technical expertise and supportive work environments.

Application Developer - Experience Fullstack

Company: IBM

Location: NO City, BR

Posted Dec 18, 2025

The text describes a career opportunity at IBM Consulting emphasizing long-term client relationships, collaboration, and innovation in hybrid cloud and AI solutions. It outlines technical requirements for a role involving microsservices, Docker, Kubernetes, and cloud technologies, while highlighting growth opportunities and a culture of curiosity and empathy.

Enterprise Experience Designer Intern (May 4th - 4 month term - Toronto)

Company: IBM

Location: Toronto, CA

Posted Dec 18, 2025

This text describes a design role at IBM focusing on user-centered design, prototyping, and creating visually appealing interfaces. It highlights responsibilities like collaboration with stakeholders, user research, and maintaining design systems. The position requires technical skills in tools like Figma and Adobe Creative Cloud, along with knowledge of design principles and accessibility standards.

Product Manager, Compilation Technologies and Enterprise Products

Company: IBM

Location: Markham, CA

Posted Dec 18, 2025

This text promotes an IBM Software career opportunity, emphasizing innovation, growth, and impactful work in AI-powered cloud-native solutions. It outlines a Product Manager role with responsibilities in strategic direction, cross-functional collaboration, and modernization initiatives, requiring technical expertise and leadership skills.

Senior Engineer I - HashiCorp

Company: IBM

Location: Multiple Cities

Posted Dec 18, 2025

This role involves contributing to IBM's cloud solutions, collaborating with teams on infrastructure and security, and offering growth opportunities in a dynamic environment.

Java Fullstack Developer

Company: IBM

Location: BANGALORE, IN

Posted Dec 18, 2025

IBM promotes its AI and data platform capabilities while seeking a Java Fullstack Developer with 7-10 years experience. The role involves AI integration, MCP server design, API architecture, and containerization. Requirements include Java proficiency, Reactjs expertise, RESTful API design, and MCP knowledge.

Senior Consultant - Azure / Power Platform

Company: IBM

Location: Multiple Cities

Posted Dec 18, 2025

IBM Consulting offers a career focused on hybrid cloud and AI solutions, emphasizing collaboration, innovation, and long-term growth. The role requires expertise in Microsoft Azure and Power Platform, with a strong emphasis on delivering impactful results through strategic partnerships and technical leadership.

Supply Chain Sustainability Intern: 2026

Company: IBM

Location: RESEARCH TRIANGLE PARK, US

Posted Dec 18, 2025

This internship offers a unique opportunity to explore sustainability in global supply chains using IBM's technologies. Responsibilities include analyzing data, developing policies, and collaborating on cross-functional projects. Requirements include a bachelor's degree and experience with AI tools.

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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