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.

JumpCloud

Company: JumpCloud

Location: Remote

Posted Dec 19, 2025

This text promotes a job opening at JumpCloud with specific requirements for applicants to include certain keywords and tags to verify they read the posting. It explains a beta feature aimed at reducing spam applications by allowing companies to search for qualified candidates.

Application Developer-Contact Center

Company: IBM

Location: BANGALORE, IN

Posted Dec 20, 2025

This job description highlights a career in IBM Consulting focused on hybrid cloud and AI innovation, emphasizing collaboration with global clients, technical expertise, and responsibilities like system maintenance, incident response, and automation. It outlines required skills and preferred qualifications for an Application Developer role with 24/7 support expectations.

Full Stack Software Engineer III Angular Java

Company: MeridianLink

Location: Remote

Posted Dec 19, 2025

This job posting seeks a Senior FullStack Software Engineer with expertise in Angular and Java-based backend development. The role involves building responsive user interfaces, collaborating across teams, and contributing to fullstack architecture. Qualifications include 6+ years of experience, mastery of frontend tools, and knowledge of JavaJ2EE. Preferred skills include DevOps tools and microservices architecture.

System Database Administrator: IDMS - Mainframe COBOL

Company: IBM

Location: No City, US

Posted Dec 20, 2025

This job description outlines a role as an IDMS Database Administrator for IBM Consulting, focusing on hybrid cloud and AI initiatives. Responsibilities include client collaboration, problem determination in modernization projects, and database management. Required skills involve COBOL programming, IDMS utilities, and technical expertise in database design and maintenance.

Consultant - AI Engineering

Company: IBM

Location: Multiple Cities

Posted Dec 20, 2025

This job posting highlights an AI engineering role at IBM's acquired Hakkoda, emphasizing innovation, collaboration, and growth opportunities. The position involves developing AI solutions, working with clients, and leveraging cloud technologies. Required skills include expertise in machine learning, programming languages, and cloud platforms. The company promotes a dynamic environment with focus on learning and impactful problem-solving.

Application Developer-Contact Center

Company: IBM

Location: BANGALORE, IN

Posted Dec 20, 2025

This job description outlines a role as an Application Developer at IBM Consulting, focusing on hybrid cloud and AI projects. Responsibilities include software development, system maintenance, and support in a fast-paced 24/7 environment. Required skills involve technical expertise in contact center platforms and ITIL concepts.

Senior Software Engineer - (Java) - Canva AI

Company: Canva

Location: Remote

Posted Dec 19, 2025

This job description highlights a Senior Backend Engineer role at Canva AI Group, emphasizing opportunities to shape AI-powered platforms, drive scalable solutions for 150 million users, and contribute to innovative projects. The role combines technical leadership, cross-functional collaboration, and impactful product development.

Digital Sales Specialist Industries Market

Company: IBM

Location: Austin, US

Posted Dec 20, 2025

The text promotes IBM's hybrid cloud opportunities and a Digital Sales Specialist role, highlighting career growth, collaborative environments, and impactful client engagement with cloud solutions. It emphasizes training, consultative sales experience, and industry-leading resources for success.

Site Reliability Engineering Professional

Company: IBM

Location: BANGALORE, IN

Posted Dec 20, 2025

The text describes a role in IBM Finance & Operations with responsibilities involving server administration, automation scripting, and technical expertise. It highlights required skills in IBM WebSphere Application Server, JVM tuning, and security protocols, while emphasizing IBM's commitment to career development and innovation.

Chief Operating Officer

Company: Shah & Associates CPAs PA

Location: USA

Posted Dec 19, 2025

The job posting seeks a Chief Operating Officer to drive operational excellence and scale the firm to $4M ARR with a 50% profit margin, emphasizing accountability, systems, and growth.

Environment and Sustainability Intern

Company: IBM

Location: New York, US

Posted Dec 20, 2025

The internship focuses on environmental programs and sustainability, requiring skills in chemistry, data analysis, and collaboration. Applicants should have a growth mindset and strong communication abilities.

Senior Product Designer

Company: Mercury

Location: Remote

Posted Dec 19, 2025

Mercury applies Dieter Rams' 'less but better' design philosophy to create intuitive, premium financial tools emphasizing elegant simplicity and exceptional user experiences. They seek senior product designers to shape their vision across banking and fintech products.

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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