As an advanced data analyst, you’ll lead complex data analysis and complete them with accuracy and efficiency. The resources below can help you develop the right skills to advance as a data analyst.
Advanced data analysts deepen their expertise in data analysis by integrating methodologies like statistics, math, programming, and machine learning. They take on more leadership and management responsibilities, advising teams on data-driven recommendations.
Furthering your career as a data analyst means taking on tasks like building regression and other statistical models to interpret data. You’ll create more elaborate data visualizations, using tools to convey complex data so that it tells a compelling story. While it is not required, you might decide to pursue a graduate degree in data analytics or data science to demonstrate your dedication to professional development.
Advance in your data analyst career with these resources:
At all levels, data analysts are responsible for making sense of complex data and presenting them to inform business decisions. Senior data analysts use advanced software tools and methodologies, such as statistics, machine learning models, and business intelligence tools to collect, clean, and analyze data—much like a data scientist does. They might take on mentoring junior-level analysts or lead teams to guide business strategies.
To advance into senior data analyst roles, you’ll want to demonstrate strong skills and efficiency in cleaning, sorting, modeling, interpreting, and presenting complex data. Senior data analysts can communicate insights to non-technical stakeholders and collaborate with cross-functional teams to drive business decisions. Continue to build these skills—many who start as junior data analysts can advance into senior roles as they gain experience.
Build job-ready skills with a Coursera Plus subscription
![[Featured image] Woman in yellow dual-screen reviewing data analysis](https://images.ctfassets.net/wp1lcwdav1p1/3Z0opa9tMlModMNk65jmuv/ced51a1dda4b0ce95b3d916138cc544f/GettyImages-1338373232__2_.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A woman sits on an outdoor patio with her laptop in her lap working on her portfolio](https://images.ctfassets.net/wp1lcwdav1p1/6n65wQIVMiBvUJG7u9rVtJ/265c1093d089f528e7f52c238d583fd3/data_analyst_portfolio.png?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image]: A female, with red hair, wearing glasses, a white jacket and a blue and white top is sitting at her desk in front of her computer, performing her duties as a Health Care Data Analyst.](https://images.ctfassets.net/wp1lcwdav1p1/vUvVtKDJMwdbsasFdmWYi/36beb0b26002ffa73a518e96975eb59b/GettyImages-1353983716__2_.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A team of business data analysts meet and discuss visualizations as they prepare to share their findings with key stakeholders.](https://images.ctfassets.net/wp1lcwdav1p1/1NHIOGo2q5hOkbYqIfgade/0bc24bd561089fedec9088532c00ddfb/Business-professionals-discussing-over-a-graph-1127726411_8477x5651.jpeg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A cryptanalyst wearing army fatigues and white earphones works on a laptop at a desk in front of three windows.](https://images.ctfassets.net/wp1lcwdav1p1/7hRHnZsLXCk37EP40omV9u/c53b1bab68e87214ec9ebb44997d4867/Cryptanalyst.png?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A data analyst sits at their laptop smiling at the camera with a group of coworkers in the background.](https://images.ctfassets.net/wp1lcwdav1p1/3ExgLa4vYLV16Sb2IQdGux/c28fdf797ad6009052cd9c2d064ff5a7/Data_analyst_salary.png?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A data analytics degree student works on his laptop in a university library.](https://images.ctfassets.net/wp1lcwdav1p1/1XR2cF08DJY1W2zv44848G/d9c1624fae91dbba0a559288a5f5f40b/Data_analytics_degree.png?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A female business analyst interviews a female employee. Both have their laptops in front of them.](https://images.ctfassets.net/wp1lcwdav1p1/5vfQELyaDvsspcLpsigHEy/ec1810ecd32ac851a47d952a4f5d1e5d/dat_analyst_vs_business_analyst.png?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] Two men sit in a living room, one working on data analysis on his laptop](https://images.ctfassets.net/wp1lcwdav1p1/2uwvgHERA0c0sPwlruetNc/42b13a63da8973b7d903887fb9a82973/data_analyst_skills.png?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A data analyst sits at her desk in front of a laptop computer, looking at the camera.](https://images.ctfassets.net/wp1lcwdav1p1/3CkaYYRYdzir3oglOF6NKR/0dfa4d6e778b1b5508e4577f021b9804/how_to_become_a_data_analyst.png?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] A data scientist in a coral sweater and glasses sits in front of a computer with programming language on the screen.](https://images.ctfassets.net/wp1lcwdav1p1/7FwlIQNfjNXi0akAOOBmx9/e8a45a1d81b8675d3000dd91fa8aa544/Data_analyst_vs_data_scientist.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured image] Two machine learning professionals discuss machine learning algorithms on their computer.](https://images.ctfassets.net/wp1lcwdav1p1/2Ba0yTqsse8aKKPdb3rJ4B/4c71ab207bd178e03d839fb448df11df/GettyImages-1171809453.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
![[Featured Image] A data scientist works on a desktop computer in an office.](https://images.ctfassets.net/wp1lcwdav1p1/1zPto5S1K55iCLiSWdlmKB/cc15e59dd1c8f3465e32f50e41d2a00f/GettyImages-1387361694.jpg?w=330&h=216&q=60&fit=fill&f=faces&fm=jpg&fl=progressive)
