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.

Studentenpraktikum Data Science (f/m/x)

Company: IBM

Location: WIEN, AT

Posted Dec 17, 2025

The text describes a career in IBM Consulting emphasizing long-term client relationships, innovative solutions, and a supportive culture. It highlights opportunities for growth, collaboration with leading companies, and benefits like flexible working hours and competitive compensation.

Associate Application Developer- Azure Cloud FullStack

Company: IBM

Location: Perth, AU

Posted Dec 17, 2025

The text promotes IBM Consulting's Associate Program, emphasizing professional growth, global client collaboration, and innovative technology solutions. It highlights opportunities for career advancement, technical development, and impactful problem-solving in a supportive ecosystem.

Account Technical Leader

Company: IBM

Location: Beijing, CN

Posted Dec 17, 2025

This role as an Account Technical Leader at IBM involves collaborating with clients on complex solutions, requiring technical expertise in cloud technologies and strong communication skills. IBM offers growth opportunities and a supportive culture.

FullStack Developer (AWS)

Company: IBM

Location: GUADALAJARA, MX

Posted Dec 17, 2025

This role offers opportunities to work in IBM's innovation centers, contributing to hybrid cloud and AI solutions for global clients. Responsibilities include software development, problem-solving, and collaboration with industry leaders. Required skills involve cloud computing, code analysis tools, and system design, with a focus on innovation and career growth.

Recruiter

Company: IBM

Location: Hyderabad, IN

Posted Dec 17, 2025

IBM's CHQ functions emphasize teamwork, innovation, and career growth. The recruitment role involves managing the hiring lifecycle, sourcing candidates, and ensuring a positive candidate experience while supporting business needs through strategic hiring practices.

Application developer - DevOps Internship

Company: IBM

Location: Giza, EG

Posted Dec 17, 2025

The text promotes a DevOps Intern role at IBM Consulting, emphasizing hands-on experience with cloud technologies, collaboration with experts, career growth opportunities, and contributions to real client projects. It highlights a supportive culture, learning resources, and the potential to drive innovation through DevOps and cloud automation.

SAP FI Team Leader

Company: IBM

Location: Multiple Cities

Posted Dec 17, 2025

This job description highlights a career in IBM Consulting focused on hybrid cloud and AI solutions, emphasizing collaboration with global clients, innovation through SAP expertise, and career growth opportunities. The role involves strategic SAP FI solutions, technical delivery, and working within IBM's ecosystem to drive client impact.

Learning Portfolio and Project Manager

Company: IBM

Location: MADRID, ES

Posted Dec 17, 2025

This job description outlines a Learning Consultant role at IBM focused on managing global learning programs, collaborating with cross-functional teams, and driving talent development. The position emphasizes opportunities for impact, innovation, and career growth within a supportive culture.

Application Developer-SAP UX

Company: IBM

Location: Kolkata, IN

Posted Dec 17, 2025

The text promotes IBM Consulting's career opportunities, emphasizing collaboration, innovation, and growth in hybrid cloud and AI projects. It highlights required skills, development prospects, and the company's focus on client impact and employee empowerment.

Infrastructure Specialist-AWS Platform

Company: IBM

Location: BANGALORE, IN

Posted Dec 17, 2025

IBM Consulting offers career growth through client collaboration on hybrid cloud and AI projects, emphasizing innovation and technical expertise with opportunities for professional development and impactful solutions.

Application Database Administrator

Company: IBM

Location: San Francisco, US

Posted Dec 17, 2025

This job posting seeks an IBM DB2 zOS Application Database Administrator with expertise in database administration, replication technologies, and specific technical skills. The role requires experience with Db2 for zOS architecture, system performance tuning, and Q Replication using IBM Infosphere Data Replication IIDR. Educational qualifications include a High School Diploma or GED, with a preference for a Bachelor's Degree.

DevOps Engineer – Product Development

Company: IBM

Location: BANGALORE, IN

Posted Dec 17, 2025

This job description outlines a DevOps Engineer role requiring expertise in CICD pipelines, containerization, cloud platforms, and automation tools, emphasizing collaboration and operational excellence.

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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