What skills do you need to join a data analytics team?

由人工智能和领英社区提供技术支持

Data analytics is a fast-growing and dynamic field that requires a combination of technical, analytical, and soft skills. If you are interested in joining a data analytics team, you need to demonstrate your ability to work with data, solve problems, communicate effectively, and collaborate with others. In this article, we will explore some of the key skills that data analytics teams look for in potential candidates and how you can develop them.

此文章中的业界达人

由社区从 4 条内容中精选。了解更多

Abdulhakeem Yaqoob

Architecting & Engineering Data & AI/ML Pipelines | Mentoring Data Career Changers & Upskillers (incl. AfA Students) |…
Abiodun Gbadamosi

Data Scientist | Building Predictive Models for Business Impact | Machine Learning & NLP | Python, MLOps
Merijn Campsteyn

Chief Technology Officer @ Deloitte BE A&A | Data and AI enthousiast

1 Data skills

Data skills are the foundation of any data analytics role. You need to be proficient in collecting, cleaning, processing, and analyzing data from various sources and formats. You also need to be familiar with the tools and platforms that data analysts use, such as Excel, SQL, Python, R, Tableau, Power BI, and Google Analytics. Depending on the specific domain and project, you may also need to learn specialized data skills, such as web scraping, data mining, data visualization, data modeling, or machine learning.

添加您的观点

Abdulhakeem Yaqoob

Architecting & Engineering Data & AI/ML Pipelines | Mentoring Data Career Changers & Upskillers (incl. AfA Students) | Tutor | Snowflake-SME
举报内容
While mastering the technicalities of data skills is paramount, the soft skills accompanying these are equally significant. Time and again, I've seen talented analysts struggle because they couldn't effectively communicate their findings or failed to grasp the broader business context. Being adept in data storytelling and maintaining a keen business acumen can make the difference between an average analyst and an exceptional one.

已翻译

赞

2 Analytical skills

Analytical skills are the ability to apply logical thinking, reasoning, and problem-solving techniques to data. You need to be able to identify the right questions to ask, the relevant data to use, the appropriate methods to apply, and the meaningful insights to extract. You also need to be able to validate, interpret, and explain your findings and recommendations in a clear and concise manner. Analytical skills are essential for data analysts to generate value from data and support data-driven decision making.

添加您的观点

Abdulhakeem Yaqoob

Architecting & Engineering Data & AI/ML Pipelines | Mentoring Data Career Changers & Upskillers (incl. AfA Students) | Tutor | Snowflake-SME
举报内容
Having analytical skills is not just about dissecting data but also about understanding the broader context in which the data exists. During my years of analysis, I've found that sometimes the most impactful insights come not just from crunching numbers, but from connecting them to real-world scenarios, human behaviors, or industry trends. This 'contextual analysis' often uncovers nuances that might otherwise remain hidden in the raw data.

已翻译

赞
Abiodun Gbadamosi

Data Scientist | Building Predictive Models for Business Impact | Machine Learning & NLP | Python, MLOps
举报内容
Dr. Scott E. Page talks about the concept of "thick data" which is the influence emotions on decisions. For example, children may prefer Ford vehicles to Ferraris because their parents owned a Ford. The awareness to recognise data is not always independent of domain knowledge and emotional connections and the ability to factor them into analyses are two of the indicators analytics teams often look out for.

已翻译

赞

3 Communication skills

Communication skills are the ability to convey your data analysis results and insights to different audiences and stakeholders, such as managers, clients, or colleagues. You need to be able to tailor your message, tone, and format to suit the purpose, context, and expectations of your listeners or readers. You also need to be able to use visual aids, such as charts, graphs, dashboards, or reports, to enhance your communication and storytelling. Communication skills are crucial for data analysts to persuade, inform, and educate others with data.

添加您的观点

Merijn Campsteyn

Chief Technology Officer @ Deloitte BE A&A | Data and AI enthousiast
举报内容
The most important skill for anyone working with data is storytelling. You need to understand what problem your audience is trying to solve and how you can transform data into meaningful insights to solve this problem. It's the end result that counts. Even if you have the best technical skills, if you cant present the data in the right way people will not adopt your solution.

已翻译

赞

4 Collaboration skills

Collaboration skills are the ability to work effectively and efficiently with other data analysts and professionals from different disciplines and backgrounds. You need to be able to share your ideas, feedback, and resources, as well as listen to and respect others' opinions, perspectives, and expertise. You also need to be able to adapt to changing requirements, expectations, and priorities, as well as handle conflicts and challenges constructively. Collaboration skills are vital for data analysts to leverage the collective intelligence and creativity of data analytics teams.

添加您的观点

5 Learning skills

Learning skills are the ability to continuously acquire new knowledge, skills, and competencies in the field of data analytics. You need to be curious, motivated, and proactive in seeking out new information, opportunities, and challenges. You also need to be open-minded, flexible, and willing to experiment with new tools, techniques, and approaches. You also need to be reflective, self-aware, and receptive to feedback and improvement. Learning skills are key for data analysts to keep up with the evolving trends, demands, and standards of data analytics.

添加您的观点

6 Here’s what else to consider

This is a space to share examples, stories, or insights that don’t fit into any of the previous sections. What else would you like to add?

添加您的观点

Data Analytics

+ 关注

给文章评分

我们借助人工智能创建了此文章。您认为这篇文章怎么样？

很棒不太好

举报此文章

What skills do you need to join a data analytics team?

1

2

3

4

5

6

1 Data skills

2 Analytical skills

3 Communication skills

4 Collaboration skills

5 Learning skills

6 Here’s what else to consider

Data Analytics

给文章评分

感谢您的反馈

更多Data Analytics相关文章

更多相关阅读内容