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.

Full Stack Developer - Java and DevOps

Company: IBM

Location: Multiple Cities

Posted Dec 23, 2025

This job description highlights opportunities to shape technological innovation at IBM, focusing on Java development, Kubernetes operations, and observability strategies. It emphasizes growth, collaboration, and expertise in cutting-edge cloud-native solutions with clear career advancement potential.

Process Delivery Specialist

Company: IBM

Location: Sapporo, JP

Posted Dec 23, 2025

This job description outlines a role in IBM Consulting focused on hybrid cloud and AI initiatives with global clients. The position involves BPO project delivery in Japan, requiring Japanese language skills (JLPT N1) and Microsoft Office proficiency. Responsibilities include executing business processes across accounting, human resources, and procurement, with emphasis on collaboration and innovation.

Package Consultant-SAP Cloud Integration

Company: IBM

Location: BANGALORE, IN

Posted Dec 23, 2025

This text promotes an IBM Consulting career emphasizing collaboration, innovation, and growth opportunities. It highlights technical expertise in SAP and integration tools, along with client-focused problem-solving and long-term career development.

HR Advisor with German

Company: IBM

Location: BUDAPEST, HU

Posted Dec 23, 2025

This text describes a HR Advisor role at IBM Consulting, emphasizing collaboration, client relationships, and career growth opportunities. It outlines responsibilities like handling HR inquiries, resolving issues, and supporting client needs through teamwork and technology. The role requires strong communication skills in German and English, adaptability, and a focus on client satisfaction.

IBM SW Automation Brand Sales Specialist

Company: IBM

Location: Hong Kong, HK

Posted Dec 23, 2025

This job description highlights IBM's Software Solutions Brand Sales role, emphasizing technical expertise in automation solutions, client collaboration, and career growth opportunities. It promotes a supportive culture focused on innovation and making a global impact through digital transformation.

Senior Network Engineer - SDWAN

Company: IBM

Location: HORTOLANDIA, BR

Posted Dec 23, 2025

IBM Finance & Operations drives efficiency and innovation. The role involves network design, security, and collaboration with global teams. Required skills include SDWAN, BGP, and automation. IBM offers career growth and a dynamic environment.

Package Consultant-Workday Talent Management

Company: IBM

Location: BANGALORE, IN

Posted Dec 23, 2025

This text promotes IBM Consulting as a career opportunity emphasizing collaboration, innovation, and professional growth. It highlights working with clients on hybrid cloud and AI solutions, long-term relationships, and the role of consultants as trusted advisors. Required skills include Workday HCM certification and experience in talent performance modules.

Junior Mainframe z/OS Technical Specialist

Company: IBM

Location: Petach Tikva, IL

Posted Dec 23, 2025

This job description outlines a zOS specialist role involving maintenance of mainframe systems, collaboration with teams, and technical expertise in IBM environments. It lists required skills, preferred qualifications, and responsibilities related to system operations and infrastructure support.

Data Scientist (m/w/d)

Company: IBM

Location: Multiple Cities

Posted Dec 23, 2025

This text promotes a career in IBM Consulting, emphasizing global collaboration, innovation in hybrid cloud and AI, and opportunities for professional growth. It highlights the role of a Data Scientist in solving complex problems using advanced tools and technologies, along with required skills in mathematics, programming, and cloud platforms.

PROCESS DELIVERY SPECIALIST-LEAD TO CASH

Company: IBM

Location: BANGALORE, IN

Posted Dec 23, 2025

The text describes a career in IBM Consulting focusing on long-term client relationships, digital transformation, and professional growth opportunities. It highlights collaboration with global clients, strategic technology platforms, and a culture of innovation and learning.

Storage Developer

Company: IBM

Location: Pune, IN

Posted Dec 23, 2025

The text highlights IBM's role in infrastructure innovation, emphasizing collaboration, growth-oriented culture, and technical expertise requirements for a Storage Security Developer position. It showcases opportunities for career development and emphasizes the importance of problem-solving skills in a dynamic technological environment.

Java Senior Software Engineer

Company: IBM

Location: Multiple Cities

Posted Dec 23, 2025

This job posting seeks a Senior Software Engineer with expertise in Kubernetes, OpenShift, and Quarkus integration for IBM's middleware product portfolio. The role involves leading Kubernetes ecosystem integration, enhancing developer experiences, and collaborating with users to process feedback. Requirements include 3+ years in open source development, Java programming, and cloud technologies like Docker and Kubernetes.

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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