Analyze Messages Obtained During Flight Jobs

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In the era of data‑driven aviation, analyzing in‑flight messages is critical for safety, efficiency, and regulatory compliance. Airlines, airports, and defense contractors are expanding their data teams, driving a surge in demand for specialists who can unlock insights from ACARS, ADS‑B, and satellite telemetry.

Typical roles range from Flight Data Analyst to Aviation Data Scientist. Analysts sift through thousands of in‑flight messages, clean and transform raw telemetry, and build SQL or Python pipelines to detect anomalies. Data scientists apply machine‑learning models on ADS‑B streams, predict maintenance needs, and generate dashboards for flight operations.

Salary transparency is vital because in‑flight message analysts often work across multiple stakeholders—flight crews, maintenance teams, and regulatory bodies. Knowing the exact pay range helps candidates negotiate fair compensation and ensures that expertise in niche tools like OpenSky Network APIs, PyADS, and SAS is properly valued.

Client Engagement Ops Analyst - Content

Company: Kraken

Location: UK,Portugal,Ireland,Cyprus,Brazil

Posted Dec 16, 2025

Kraken promotes its mission to accelerate crypto adoption through a worldclass team and innovative products. The company emphasizes financial freedom, security, and education while seeking passionate candidates for roles in client experience and analytics.

Senior Solutions Consultant

Company: Apollo.io

Location: USA

Posted Dec 16, 2025

This text describes a Senior Solutions Consultant role at Apolloio, highlighting responsibilities such as technical discovery, sales partnership, POC execution, and solution design. It outlines requirements like GTM tech experience, integration expertise, and cross-functional collaboration. The company emphasizes an AI-native culture, growth opportunities, and benefits like equity, bonuses, and global travel coverage.

Senior FP&A Analyst

Company: Typeform

Location: UK

Posted Dec 16, 2025

This job description highlights a Senior FP&A Analyst role focused on data-driven analysis, collaboration with Product Growth and GotoMarket teams, and delivering actionable insights. It emphasizes hands-on work with financial models, SaaS metrics, and execution-oriented skills, while seeking candidates with experience in product-led growth environments and strong analytical capabilities.

Senior Full Stack Engineer - Core UX

Company: Kalepa

Location: Europe

Posted Dec 16, 2025

This job offers a competitive salary, equity, and opportunities to work with a global team on impactful projects. It emphasizes growth, quality, and a premium user experience, with benefits like 20 days PTO and global offsites.

Senior Manager - Engagement Manager

Company: GitLab

Location: USA

Posted Dec 16, 2025

This text describes a Senior Manager role in Engagement Management at GitLab, focusing on leading a team to drive Professional Services sales, aligning with customer outcomes, and collaborating with cross-functional teams. It outlines responsibilities such as forecasting bookings, developing strategies, coaching teams, and ensuring scalable sales motions. The role requires experience in subscription-based business models and strong leadership skills.

Sales Development Representative

Company: Grafana Labs

Location: Israel

Posted Dec 16, 2025

This job description highlights a demanding yet rewarding Sales Development Representative role at Grafana Labs, emphasizing proactive work, team collaboration, and career growth opportunities. The position offers competitive compensation, a supportive team environment, and the chance to contribute to both community and business goals.

Senior Svelte Software Engineer

Company: Array

Location: USA

Posted Dec 16, 2025

The text describes Array as a remote-first fintech company offering competitive pay, generous benefits, and opportunities for high-impact roles. It highlights a collaborative engineering culture, modern tools, and a focus on innovation in financial technology.

Senior Product Analyst

Company: Grafana Labs

Location: Sweden

Posted Dec 16, 2025

This job posting highlights a remote Senior Product Analyst role at Grafana Labs with opportunities to work on analytics, documentation strategy, and open-source projects. The position offers competitive compensation, collaboration with cross-functional teams, and benefits like RSUs. Required skills include SQL, data tools, and experience with documentation impact measurement.

Senior/Lead Javascript Developer

Company: Upwork

Location: Europe

Posted Dec 16, 2025

Upwork's job posting highlights their global platform, a Senior Software Engineer role with extensive tech requirements, and commitment to diversity. The position emphasizes collaboration, scalability, and professional growth while promoting inclusive workforce practices.

Senior Backend Engineer - Client integrations

Company: Kalepa

Location: Europe

Posted Dec 16, 2025

This job description highlights a software engineering role with competitive compensation, equity options, and benefits like PTO and remote work flexibility. It emphasizes collaboration with a global team and opportunities for growth, while outlining technical requirements and career development prospects.

Staff Backend Engineer - New Products

Company: Kalepa

Location: Europe

Posted Dec 16, 2025

This job posting highlights a high-impact software engineering role with competitive compensation, equity options, and opportunities to innovate in AI. The position emphasizes autonomy, rapid iteration, and working with a global team, while outlining specific technical requirements and benefits like PTO, reimbursement programs, and career growth potential.

Senior Full Stack Engineer - Core UX

Company: Kalepa

Location: USA

Posted Dec 16, 2025

This job posting highlights a senior software engineering role with a competitive salary range of $170K-$210K, offering equity options, global team collaboration, and benefits like 20 days of PTO. The position emphasizes iterative improvement, system design expertise, and working with cutting-edge technologies while contributing to a transformative global industry.

Frequently Asked Questions

What are the typical salary ranges for entry‑level to senior roles in this field?
Entry‑level Flight Data Analysts earn $70k‑$90k annually. Mid‑level analysts with 3–5 years of ACARS/ADS‑B experience command $90k‑$120k. Senior data scientists or lead aviation analysts can reach $130k‑$170k, especially in major hubs.
Which technical skills and certifications are most sought after?
Proficiency in Python (pandas, NumPy), SQL, and real‑time streaming with Kafka or Spark. Knowledge of ACARS/ADS‑B protocols and tools like OpenSky Network, FlightAware API, and PyADS is essential. Certifications such as FAA ACAS, ICAO Data Analyst, or SAS Certified Data Scientist boost credibility.
Can these roles be performed remotely?
Yes. Most in‑flight message analysis positions support flexible remote setups because data ingestion and model training are cloud‑based. Companies provide VPN access to secure flight data feeds and use collaboration tools like JupyterHub and Teams.
What career progression opportunities exist within this specialty?
Typical paths: Flight Data Analyst → Senior Analyst → Lead Data Scientist → Aviation Analytics Manager → Director of Flight Operations Analytics. Each step adds responsibility for cross‑functional projects, stakeholder management, and strategy.
What are the current industry trends shaping this career?
Regulators are mandating real‑time flight data reporting, driving demand for real‑time analytics. AI is being used to detect anomalies in ACARS packets, while satellite‑based telemetry is expanding to remote airports. Cloud‑native pipelines (AWS Athena, Azure Synapse) and edge‑computing on aircraft are also reshaping the field.

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