Top Big Data Companies With Best Career Growth & Development (2,184)

Training & Education Access: GM highlights enterprise learning platforms (e.g., Degreed) and technical academies like GM Technical Learning University, alongside tuition-aligned programs such as the Technical Education Program. These resources span areas from PLCs/robotics to EV skills and are complemented by tuition assistance and certificate pathways.

Mentorship & Sponsorship: The career site emphasizes formal mentorship (new‑hire, technical, career, leadership) and global networking, with communities of practice like the Geek Experience supporting ongoing knowledge‑sharing. Feedback suggests these structures provide regular guidance and relationship‑building that accelerate development.

Internal Mobility: GM promotes internal recruiting and rotational paths like TRACK that help employees move across functions and build networks. Feedback suggests employees can explore roles in engineering, manufacturing, IT, marketing, and supply chain through posted opportunities and structured programs.

Training & Education Access: Company materials describe tuition reimbursement, role-based training, and an internal RDC Academy with on-demand courses. Feedback suggests these programs provide structured avenues to build skills alongside day-to-day work.

Internal Mobility: Careers content highlights internal talent movement, a Career Pathfinder tool, and mentoring that facilitate moves across teams. Feedback suggests employees can navigate to new roles using these pathways.

Cross-Functional Experience: Tech blog posts describe "AI Champions" and data-platform work spanning sales, finance, and marketing, offering exposure beyond a single function. Feedback suggests employees can learn from peers while shipping impact.

Training & Education Access: Company materials cite education subsidies, access to LinkedIn Learning, lunch-and-learns, and hackathons that indicate structured upskilling channels. Candidates are advised to verify these programs remain active and funded post-restructuring.

Challenging Assignments: Work on the AI/ML-powered RAMP platform and search monetization offers hands-on experimentation, optimization at scale, and fast feedback loops. The adtech/ML focus provides practical exposure to performance marketing problems.

Cross-Functional Experience: Operating across brands like Startpage and MapQuest provides varied product surfaces, datasets, and user problems to learn from. A smaller org size typically expands responsibility and iteration speed across functions.

Cross-Functional Experience: Work spans genomics, bioinformatics/ML, clinical operations, regulatory strategy, and commercialization with active partner integrations and collaborations. Large studies and external engagements create frequent opportunities to operate across disciplines.

Exposure & Visibility: High-profile study readouts and conference presentations (e.g., PATHFINDER 2 at major congresses) provide visible platforms for contributions. Global collaborations and access expansion efforts offer additional avenues to engage broader markets and launches.

Professional Development: Company materials emphasize growth through mentorship, training, conferences, and paid certifications. Feedback suggests managers provide support and recognition, with some teams explicitly advocating for career development.

Internal Mobility: Program descriptions highlight rotational pathways in actuarial, cybersecurity, and operations that create structured on‑ramps and role transitions. Feedback suggests pathways are especially clear for early‑career talent in these functions.

Training & Education Access: Company materials indicate all employees have access to self‑paced learning paths alongside educational assistance for degrees and certifications. Regular performance conversations and development planning are positioned as standard parts of growth.

Leadership Development: Descriptions emphasize mentorship, manager training requirements, leadership forums, and business‑immersion simulations that build leadership capabilities. Feedback suggests coaching and leadership preparation are embedded within formal programs.

Training & Education Access: InterSystems Learning Services provides classroom and online courses, certifications, and “anytime, anywhere” education around IRIS and interoperability, complemented by an active Developer Community and annual summits. These channels create ongoing, structured opportunities to build product-specific skills.

Mentorship & Sponsorship: Structured programs like CDP, SDP, and the Quality Development Rotational Program include assigned mentors (with examples of 1:1 ratios), accelerated onboarding, lunch-and-learns, and executive presentations. These mechanisms provide direct guidance and sponsorship while ramping on real projects.

Internal Mobility: Rotational pathways are designed to place participants into longer-term roles, and company materials highlight internal mobility and promoting from within, including testimonials of quick movement onto leadership tracks. Lateral moves and internal postings are encouraged to help employees expand skills and find long-term fit.

Training & Education Access: The careers site highlights year‑round development sessions to build business, technical, and management skills, plus tuition reimbursement for job‑related education. Company‑wide learning events and recurring programs (e.g., Learning Days) are described as consistent, structured opportunities to upskill.

Internal Mobility: Employer materials describe a promote‑from‑within posture, internal‑only postings, and internal internships intended to leverage current employees before hiring externally. Pathways connected to CarMax’s larger ecosystem are presented as creating broader project scope and potential cross‑company opportunities.

Cross-Functional Experience: Six employee resource groups and culture initiatives are presented as avenues to expand networks, mentorship, and cross‑functional exposure. Signature programs like TEDxEdmunds and leadership sessions are positioned to increase visibility across teams.

Training & Education Access: Feedback suggests Nasuni provides learning subscriptions, job training, conference access, and regular "Lunch and Learns," with support for continuing education during work hours. These structured programs appear designed to integrate ongoing development with day-to-day work.

Internal Mobility: Company materials state a "promote from within" approach, with examples of movement from SDR to AE and into leadership roles. Messaging emphasizes that employees can determine their paths through internal promotions.

Challenging Assignments: Exposure to distributed file systems, multi-cloud integrations, and post-acquisition synchronization and edge acceleration work offers substantial hands-on challenges. Customer councils, user groups, and partner ecosystems further create real-world scenarios to sharpen architecture and product skills.

Training & Education Access: Celonis runs a sizeable, free Academy with role-based tracks, hands‑on exercises, certifications, and instructor‑led options, complemented by platforms like Degreed and LinkedIn Learning. This structured backbone shortens ramp time and supports continuous upskilling.

Internal Mobility: Company materials highlight documented internal mobility and a stated “promote from within” practice, with examples such as BDR-to-AE paths and graduate programs that transition into field roles. Internal postings and cohort programs create pathways to progress across teams and regions.

Cross-Functional Experience: Diverse career pathways and rotations enable movement across functions, geographies, and customer engagements. Ecosystem events and community initiatives broaden networks and exposure beyond the day job.

Leadership Development: Company materials highlight a bespoke leadership development program and cite the rapid rise of homegrown leaders. This signals intentional paths for cultivating leaders internally.

Internal Mobility: Promotion is described as based on merit and tangible results, with examples of employees moving into new scopes and management. This environment indicates room to take on broader responsibility as performance grows.

Challenging Assignments: Roles emphasize end-to-end ownership and big-data/AI problems in healthcare within a fast-moving, high-ownership setting. Such scope typically presents steep learning curves and accelerated skill-building.

Cross-Functional Experience: Cross-functional collaboration across software, data science, clinical operations, and wet labs is highlighted as a core way of working, broadening context and accelerating learning. Partnerships and scaling projects often involve multi‑disciplinary teams, expanding exposure to adjacent domains.

Training & Education Access: Formal programs such as Manager University and the employee‑led Tempus Board of Education, along with mentorship, training, conferences, and lunch‑and‑learns, indicate structured opportunities to build skills. Company materials also emphasize learning‑by‑doing and resources that support ongoing education.

Challenging Assignments: Complex, data‑rich work at scale in AI‑enabled precision medicine creates stretch opportunities and meaningful problem‑solving. Rapid growth and major collaborations open new project areas where ownership can expand.

Internal Mobility: Promotion-from-within is explicitly highlighted, with documented examples of cross-functional moves supported by managers and HR. The company encourages employees to pursue new challenges through internal processes.

Training & Education Access: Global onboarding, role-based development, skills courses, mentorship, and conference support are prominently described. Continuing education stipends and internal learning programs indicate accessible upskilling resources.

Challenging Assignments: Work centers on production ML, behavioral analytics, and high-scale, real-time decisioning in e-commerce risk. This environment provides hands-on, impact-driven projects that can accelerate capability building.

Training & Education Access: Company materials describe tuition reimbursement, paid certifications, a centralized learning hub, and multi‑format learning (online, instructor‑led, on‑the‑job) available across functions.

Leadership Development: Structured leadership journeys (e.g., Aspiring Leaders, Managing for Success, Impactful Leadership) and 1:1 career coaching, along with targeted cohorts such as Women in Leadership, are prominently offered.

Challenging Assignments: Platform modernization around OneTru and active AI/ML adoption create hands‑on work in data engineering, ML, fraud, risk, and marketing tech at enterprise scale.

Growth Culture: Feedback suggests the company explicitly embraces a “growth mindset” and “learning everyday,” expecting and supporting continuous skill development. Culture language highlights learning from colleagues, patients, and partners without ego.

Professional Development: Feedback suggests ongoing professional development, plus job training and conferences, are part of the benefits. These signals indicate tangible support for building skills over time.

Cross-Functional Experience: Feedback suggests work sits at the intersection of clinical science, data, and product and emphasizes uniting patients, care teams, and researchers. This setup typically enables learning across disciplines through collaboration on real‑world cardiovascular projects.

Internal Mobility: Company materials describe a promote-from-within approach with regularly scheduled promotion review cycles that create pathways to advance. Opportunities to take on expanding responsibilities and move into new roles are highlighted as the organization grows.

Training & Education Access: Publicly listed benefits include a learning fund, job training, talent development, and AI-training resources that support ongoing skill building. Regular performance review cycles are framed as helping employees grow in role and impact.

Cross-Functional Experience: Work spans consumer credit, underwriting, risk, compliance, data, and customer experience, enabling hands-on learning across regulated fintech domains. A lean, scaling environment encourages wearing multiple hats and stretching into new responsibilities.

Training & Education Access: The company promotes Definitive University with weekly sessions, a comprehensive learning platform, free LinkedIn Learning, and tuition reimbursement. Materials also describe structured pathways for professional, technical, managerial, and leadership development.

Internal Mobility: Company communications emphasize encouraging internal mobility and promotion from within, including moves within a department or across teams. Public career messaging invites employees to explore different career paths and new opportunities.

Leadership Development: Cohort-based programs such as Elevate and first-time manager training are highlighted to prepare future leaders. Manager coaching and talent reviews are positioned to support high-performing individual contributors and early-career managers.

Internal Mobility: Company materials state internal candidates are prioritized for openings and that promoting from within is a genuine priority; cross-functional movement is encouraged.

Training & Education Access: Materials highlight a professional development stipend, paid certifications, conference participation, online course subscriptions, and recurring training/webinars available during work hours.

Career Path Clarity: Public descriptions reference defined leveling, documented career paths, regular performance reviews, and scheduled promotion cycles to guide advancement.

Training & Education Access: Eligible employees can receive education reimbursement for approved coursework, and formal programs offer defined curricula to build skills quickly. Feedback suggests clinical and technical roles benefit from continuous learning resources and credential support.

Internal Mobility: As part of a large enterprise spanning technology, analytics, care delivery, and consulting, employees can move across functions and business lines. Feedback suggests this scale opens varied pathways for advancement when aligned to the right unit.

Mentorship & Sponsorship: Early‑career rotations (e.g., Technology Development Program and Consulting Development Program) provide mentoring alongside structured learning. Feedback suggests these tracks accelerate capability‑building and create clearer next steps.

Career Path Clarity: Affirm publicly documents an engineering career framework with transparent expectations and leveling that helps align skills to progression. This published framework signals clear guidance for mapping scope and impact to advancement.

Training & Education Access: Affirm highlights company investment in learning alongside leadership coaching and continuing‑education programs. This suggests structured access to training resources that can support skill-building across roles.

Mentorship & Sponsorship: Early‑career materials describe direct mentorship with in‑office collaboration days, and company communications feature internal coaching/mentorship and inclusion programs. These signals point to hands‑on guidance and networks that can accelerate development.

Training & Education Access: Feedback suggests Granica offers job training, access to conferences, tuition reimbursement, and recurring "Lunch & Learns" for internal knowledge sharing. These structured offerings indicate deliberate investment in continuous learning.

Challenging Assignments: Feedback suggests individuals are given end-to-end responsibility for complex, system-wide problems within small teams. Work on cutting-edge AI data infrastructure, compression, and privacy appears to provide steep technical challenges.

Advancement Opportunities: Feedback suggests the company provides chances to grow by taking on more responsibility, exploring new roles, and developing into leadership positions. A people-first, ownership-oriented culture supports progression through impact.