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 (IBM Verify Identity Access Digital Credentials)

Company: IBM

Location: Bundall, AU

Posted Dec 16, 2025

This job posting highlights opportunities to work on innovative digital identity solutions at IBM, emphasizing collaboration, secure technologies, and professional growth in a dynamic environment.

Data Engineer – Cloud & Analytics

Company: IBM

Location: Heredia, CR

Posted Dec 16, 2025

The text describes a role at IBM Consulting focusing on innovation, collaboration, and career growth. It highlights opportunities to work with industry leaders, develop technical expertise, and contribute to impactful projects through data engineering and cloud technologies.

Junior Data Scientist - Advanced Analytics (f/m/x)

Company: IBM

Location: WIEN, AT

Posted Dec 16, 2025

This text describes a Data Scientist AI Consultant role at IBM Consulting, highlighting opportunities for career growth, collaboration with innovative clients, and access to advanced technologies. It emphasizes a culture of innovation, professional development, and competitive compensation including flexible working hours and a salary of 55,000€ brutto/year.

Designer - Client Engineering

Company: IBM

Location: New York, US

Posted Dec 16, 2025

The text describes a role for IBM Client Engineering Designers emphasizing human-centered design, client engagement, and technical expertise. It highlights opportunities for career growth, collaborative teamwork, and the importance of aligning technology with user needs. The posting also encourages diverse applicants and showcases a supportive work environment with mentorship and professional development.

Business Analyst

Company: IBM

Location: BANGKOK, TH

Posted Dec 16, 2025

This role involves collaborating with global clients to enhance hybrid cloud and AI solutions, requiring a bachelor's degree and experience in financial services, with focus on process analysis and optimization.

SAP S/4 HANA & GRDC Consultant

Company: IBM

Location: Multiple Cities

Posted Dec 16, 2025

This text describes a senior SAP Consultant role at IBM Consulting, emphasizing collaboration with clients, technical expertise in SAP HANA systems, opportunities for skill development, and global project involvement. It highlights the importance of technical skills, system integration, and cross-industry innovation.

Application Architect - Oracle Cloud

Company: IBM

Location: Multiple Cities

Posted Dec 16, 2025

This job description outlines a role as an Oracle Cloud EPM Architect, emphasizing collaboration with clients, project delivery excellence, solution innovation, and required technical expertise. It details responsibilities like guiding customers through Oracle functionality, leading project execution, and developing EPM solutions while highlighting qualifications and preferred experience.

Legal Specialist

Company: IBM

Location: Armonk, US

Posted Dec 16, 2025

The text outlines job requirements emphasizing collaboration between hiring managers and recruiters to create relevant job descriptions. It lists education and technical expertise criteria, with a focus on creating clear and appropriate verbiage for roles.

Associate SAP Technical - Entry level

Company: IBM

Location: Bedford, CA

Posted Dec 16, 2025

This job description outlines a role at IBM Consulting's Client Innovation Centers, emphasizing technical expertise, innovation, and career growth opportunities. It highlights responsibilities like solving business problems, collaborating with clients, and adhering to compliance standards. Requirements include educational qualifications, technical skills, and eligibility to work in Canada.

Application Developer-Commerce Transformation

Company: IBM

Location: BANGALORE, IN

Posted Dec 16, 2025

This text describes an entry-level IBM Consulting role focused on delivering technical and industry expertise to clients globally. It highlights opportunities to work with innovative companies, leverage IBM's technology platforms, and develop solutions using tools like SAP Commerce Cloud and Design Thinking. The position requires technical skills in Java, SAP, and development tools, with preferred experience in eCommerce solutions.

PwD 채용 - Procurement administrator

Company: IBM

Location: Seoul, KR

Posted Dec 16, 2025

This job description highlights IBM's Finance & Operations role as a key driver of transformation and efficiency, emphasizing collaboration, growth opportunities, and a dynamic work environment. Responsibilities include procurement management and administrative support, with requirements focusing on communication skills and document creation abilities.

Data and AI Intern

Company: IBM

Location: Multiple Cities

Posted Dec 16, 2025

The Sales Intern role at IBM involves data analysis, sales support, and collaboration with technical teams to leverage cutting-edge technologies. The position emphasizes client engagement, competitive research, and translating technical concepts into business value while working in a fast-paced environment.

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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