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Data Science Tools To Use in 2023

Data Science is a field that has been in the news for quite some time now. It is an area that has a lot of applications in almost all industries, including the financial sector. With the help of data science, companies can make better decisions and improve their products and services.

What exactly is Data Science ?

Data science is continuing to develop to become one of the exciting and sought-after career options for professionals with the right skills. Nowadays, highly successful data scientists know that they have to advance beyond the conventional abilities of analyzing huge volumes of data, as well as processing data, and the ability to program. To uncover valuable insights for their companies data scientists must be able to comprehend the entire spectrum of data science process and have the ability and flexibility to maximize their returns in each stage of the process.

Data Science Life Cycle

The image depicts the five phases of the life cycle:

  • Capture, (data acquisition, data entry, signal reception, data extraction)
  • Keep (data storage and data cleansing, data staging data processing, data architecture)
  • Process : data mining, clustering, data modeling & summarization
  • Analyze (exploratory/confirmatory, predictive analysis, regression, text mining, qualitative analysis)
  • Connect (data reporting data visualization business intelligence, decision making).

“Data Scientist “data scientist” was invented in 2008 when businesses realized the necessity of data scientists who are proficient in organizing and analyzing large quantities of information. 1 In an article published by McKinsey&Company in 2009, Hal Varian, Google’s chief economist, and UC Berkeley professor of information sciences economics, business, and management advised on the necessity of adapting to the technology’s impact and reorganization of different industries.

“On the 1st of July, IBM and Facebook announced that they were creating a new artificial intelligence initiative, Watson. This is a big deal because it is the first time that IBM has taken on a venture of this size – it’s trying to make AI more accessible.”

Hal Varian, chief economist at Google and UC Berkeley professor of information sciences business, economics, and business

Effective data scientists are able determine relevant questions, gather information from many diverse sources of data, arrange the data, translate results to solutions and then communicate the results in a manner that positively influences the company’s decisions. They are needed in all fields and have led to skilled data scientists to become increasingly important to businesses.

Enhance Your Career by completing an online short course

You can take this Data Science Essentials online short course and receive a certificate from the UC Berkeley School of Information.

What is a Data Scientist? Do?

Over the last 10 years Data scientists have emerged as indispensable assets, and are found in virtually every company. These experts are well-rounded and data-driven people with advanced technical abilities skilled in the creation of complex mathematical algorithms to create and synthesize huge quantities of data used in answering questions as well as determine strategies within their organization. This is in conjunction with the expertise in communication and leadership that is required for delivering tangible results to different stakeholder groups within the business or organization.

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Data scientists should be awe-inspiring and results-oriented with an exceptional understanding of their industry and communication skills that enable them to present the technical aspects of their work to non-technical colleagues. They have a solid quantitative background in linear algebra and statistics along with programming expertise with an emphasis on mining, data warehousing as well as modeling in order to construct and evaluate algorithms.

They also need to be able to use the most important technical tools and techniques that include:

  • R
  • Python
  • Apache Hadoop
  • MapReduce
  • Apache Spark
  • NoSQL databases
  • Cloud computing
  • D3
  • Apache Pig
  • Tableau
  • iPython notebooks
  • GitHub

What is the reason to become Data Scientist?

Glassdoor classified data scientist as one of the most sought-after jobs in America from the year 2016. 4 As growing amounts of data become more readily available, big technology companies aren’t the only ones seeking data scientists. The rising need for experts in data science across all industries, large as well as small is faced with a lack of skilled candidates to fill the jobs. 5

The demand for data scientists has no signs of slowing down in the next few years. LinkedIn identified that data scientists are among its top jobs for 2021. It also listed the job with a variety of data science-related skills that are the most sought-after by businesses.

The figures below illustrate the increasing and substantial demand for data scientists.

What do you think of yourself as a data scientist? Data Science?

It is all over and broad. The various words related to mining cleaning analysis, interpreting, and cleaning data are frequently used interchangeably, however they could actually require different skills and levels of the complexity of data.

Data Scientist

Data scientists look at what questions require answers and the best places to locate relevant data. They have business acumen as well as analytical skills , as they are able to extract, clean and display data. Data scientists are employed by companies to gather, manage and analyze huge amounts of non-structured data. The results are then synthesized and shared with important stakeholders in order to guide strategic decision-making within the company.

Skills required: Programming skills (SAS, R, Python), mathematical and statistical skills storytelling, data visualization and storytelling, Hadoop, SQL, machine learning

Data Analyst

Data analysts help bridge the gap between business analysts and data scientists. They are given needs to be answered by an organization, and then they organize and analyze the data to come up with results that match with the top-level business strategies. Data analysts are accountable of translating technical analysis into actions that are qualitative and efficiently communicate their findings to a variety of stakeholder groups.

Skills required: Programming skills (SAS, R, Python), mathematical and statistical skills and data wrangling skills, as well as visualization of data

Data Engineer

Data engineers handle massive amounts of ever-changing data. They are focused on the creation and deployment, as well as management and improvement of data pipelines and infrastructure for transforming and transferring information to scientists to be used for queries.

Required Skills :

  • Programming languages (ex :Java, Scala)
  • NoSQL databases (ex :MongoDB, Cassandra DB)
  • Frameworks (ex :Apache Hadoop)

Data Science Career Outlook and Salary Opportunities

Professionals working in the field of data science are recognized for their high-tech skills with attractive wages and opportunities in small and large businesses across all sectors. With more than 6,000 jobs advertised on Glassdoor professionals in data science with the relevant knowledge and experience can create their mark at many of the world’s most innovative businesses in the world.

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