What Does an Analyst Do? (Plus Salary and Job Description)
What is an analyst?
An analyst is a professional who examines data, processes or business conditions to produce useful insights. Analysts may study financial performance, customer behavior, operational efficiency, market trends or technology systems.
Their goal is usually to answer questions such as:
- Why did performance change?
- Which process creates unnecessary costs?
- What may happen in the future?
- Which option provides the best result?
- What data should the organization track?
- How can a problem be solved?
- Does a proposed strategy have supporting evidence?
Analysts turn raw information into conclusions that managers, clients and other stakeholders can understand and use.
What does an analyst do?
An analyst’s responsibilities depend on the role, but common duties include:
- Collecting information from relevant sources
- Checking data for accuracy and completeness
- Organizing data in spreadsheets or databases
- Identifying patterns and trends
- Measuring business performance
- Creating reports and dashboards
- Building financial or statistical models
- Comparing possible solutions
- Recommending process improvements
- Presenting findings to stakeholders
- Monitoring key performance indicators
- Working with teams to implement changes
An analyst may spend part of the day working independently with data and the rest attending meetings, discussing requirements or explaining findings.
Types of analysts
Business analyst
Business analysts examine an organization’s processes, needs and goals. They help companies improve workflows, define requirements and introduce new systems.
Common responsibilities include interviewing stakeholders, documenting requirements, mapping processes and supporting organizational change.
Data analyst
Data analysts collect, clean and interpret data. They use statistical methods and visualization tools to answer business questions.
They may analyze customer behavior, product performance, website traffic or operational results.
Financial analyst
Financial analysts evaluate investments, budgets, revenue, costs and financial performance. They may create forecasts or advise companies and individuals on financial decisions.
Operations analyst
Operations analysts study how an organization produces and delivers its products or services. They look for ways to reduce costs, improve quality and use resources more efficiently.
Marketing analyst
Marketing analysts evaluate campaigns, competitors, customers and market conditions. Their work helps companies choose audiences, channels, pricing and promotional strategies.
Systems analyst
Systems analysts examine how an organization uses technology. They identify technical requirements and help connect business needs with software or infrastructure solutions.
Research analyst
Research analysts collect and interpret information about industries, markets, policies or social issues. They may work for corporations, government agencies, universities or consulting firms.
Risk analyst
Risk analysts identify financial, operational, regulatory or strategic threats. They estimate the likelihood and potential effect of different risks.
Average analyst salary
According to Indeed, the average salary for a general analyst is approximately $69,266 per year. However, “analyst” is a broad job category, so actual compensation can vary significantly.
Factors affecting salary include:
- Type of analyst position
- Industry
- Geographic location
- Education
- Professional certifications
- Technical skills
- Years of experience
- Employer size
- Management responsibilities
Analysts working in specialized finance, technology, cybersecurity or data roles may earn more than people in entry-level administrative analysis positions.
When researching salary, search for the exact job title and location rather than relying only on a general analyst average.
Analyst work environment
Most analysts work full time in office, hybrid or remote environments. They typically use computers for long periods and may attend several meetings throughout the week.
Their working environment may involve:
- Reviewing spreadsheets and databases
- Using analytics or visualization software
- Meeting with managers and department leaders
- Interviewing employees or customers
- Presenting reports
- Collaborating with technical teams
- Managing several projects
- Working toward reporting deadlines
- Traveling to client locations
Some analysts work independently, while consulting analysts may communicate with clients regularly and travel more frequently.
Important analyst skills
Analytical thinking
Analysts break complex problems into smaller parts, compare evidence and form logical conclusions.
Research
They need to identify reliable sources, collect relevant information and determine whether the evidence is complete.
Mathematics and statistics
Many roles require percentages, financial calculations, statistical testing or forecasting. The required level depends on the position.
Technical ability
Analysts commonly use spreadsheets, databases, visualization platforms and business software. Some roles also require SQL, Python, R or other programming languages.
Communication
An analysis is only useful if stakeholders understand it. Analysts write reports, explain assumptions and present recommendations.
Problem-solving
Analysts identify the cause of a problem, compare solutions and evaluate potential results.
Attention to detail
Incorrect data or formulas can produce misleading conclusions. Analysts need to review their work carefully.
Business knowledge
Understanding the organization’s products, customers and goals helps analysts provide relevant recommendations.
Time management
Analysts may manage recurring reports, urgent questions and long-term projects simultaneously.
How to become an analyst
1. Choose an analyst specialty
Research business, data, financial, systems and other analyst roles. Choose a direction that matches your interests and existing skills.
2. Complete relevant education
Many analyst positions prefer a bachelor’s degree in a related subject, such as:
- Business administration
- Economics
- Finance
- Mathematics
- Statistics
- Computer science
- Information systems
- Marketing
Some employers accept equivalent experience, certificates or a strong project portfolio.
3. Learn commonly used tools
Review job advertisements in your target field and identify frequently requested software. Useful tools may include:
- Microsoft Excel
- SQL
- Tableau
- Power BI
- Python
- R
- Customer relationship management systems
- Financial modeling software
4. Build practical projects
Use public data or realistic business scenarios to create reports, dashboards or models. Explain the question, method, findings and recommendation.
5. Gain experience
Internships and entry-level positions can help you develop industry knowledge. Experience in finance, operations, customer service or administration may also provide transferable skills.
6. Consider certification
Certifications can demonstrate knowledge in business analysis, data analytics, finance, project management or specific software. Select one that employers in your target field recognize.
7. Prepare for interviews
Be ready to explain how you approached a problem, selected data, checked accuracy and communicated the result. Some employers may include a case study or technical assessment.
Analyst job description example
Job title: Business Data Analyst
We are seeking a detail-oriented business data analyst to evaluate company performance and support strategic decision-making. The analyst will collect data, maintain reporting systems and communicate actionable insights to department leaders.
Responsibilities:
- Collect and validate data from internal systems
- Create recurring performance reports
- Develop dashboards for key business metrics
- Identify trends, risks and improvement opportunities
- Work with stakeholders to define reporting requirements
- Present findings to managers and senior leaders
- Recommend practical process improvements
- Document analytical methods and assumptions
- Monitor the results of implemented changes
Qualifications:
- Bachelor’s degree or equivalent relevant experience
- Experience with spreadsheets and data visualization
- Strong analytical and problem-solving skills
- Ability to explain technical findings clearly
- Knowledge of SQL or statistical software preferred
- Excellent attention to detail
- Strong written and verbal communication
Common analyst interview questions
Employers may ask:
- How do you ensure data is accurate?
- Describe a difficult problem you analyzed.
- How do you explain findings to a nontechnical audience?
- Which analytical tools have you used?
- How do you prioritize competing requests?
- Tell me about a recommendation you made.
- What would you do if two sources showed different results?
- How do you measure whether a solution was successful?
Use specific examples and explain your reasoning, actions and results.
Conclusion
Analysts convert information into insights that support decisions. Success in the role requires analytical ability, technical knowledge, business understanding and clear communication.
Create analyst reports and presentations with Dokie
Analysts often need to turn complex findings into presentations for managers, clients and other stakeholders. Dokie is an AI presentation maker that can transform reports, spreadsheets, documents and research notes into a structured professional deck.
You can use Dokie to prepare performance reports, market analyses, financial summaries or project recommendations. It organizes information into logical slides, maintains a consistent visual style and allows the finished presentation to be exported as an editable PPT file.
Frequently asked questions
Do analysts need to know how to code?
Not every analyst position requires coding. Excel and visualization tools may be enough for some roles, while data and technical analysts often need SQL, Python or R.
What degree is best for an analyst?
The best degree depends on the field. Finance, economics, business, mathematics, statistics and computer science are common choices.
Can you become an analyst without a degree?
Some employers accept relevant experience, certifications and a strong portfolio. However, many analyst job descriptions still list a bachelor’s degree as a preferred or required qualification.
What is the difference between an analyst and a consultant?
Analysts primarily examine information and produce insights. Consultants may use analysis but usually focus more broadly on advising clients and helping implement solutions.
Is an analyst position an entry-level job?
Some analyst roles are entry-level, while others require specialized knowledge or several years of experience. Job titles such as junior analyst may be more accessible to new graduates.