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Understanding industry expectations from data science courses and professionals in India



data science courses

Today, the certified pass outs from the leading data science courses in India have big dreams when they start working with leading companies in data science specialization. These professionals now prefer to start their career with startup companies that offer smaller ecosystems, to begin with, but then progress aggressively with largely profitable compensation options to choose from in the future. In this article, we will highlight the growing expectations from the data science industry and how top data science courses in India could cope with the challenges thrown open by the hiring markets in India.

Is data science still the best market to invest in?

Despite the rapid progress of the data science industry in some areas of business, the pace of adoption within the industry has been largely abysmally low. This is due to the lack of high quality talent that is involved in doing research and innovation work in data science and other related domains. By 2025, if this is not corrected, India could lose up to 1 billion USD every year to its closest competing economies like China. 

Let’s understand the scope of data science applications in India.

In the modern era of B2B technologies, only 1 percent of the global players have been able to justify to their investments in data science tools and technologies, with a majority of the company owners feeling the heat to continue with their digital transformation journeys using data science solutions. Indian CEOs and investors of Indian origin are one of the most forthcoming communities who are working tirelessly in the US to get the attention of global users for their data science projects. 

If this is done in India, the results would be faster and smoother because of the solid foundation in IT, Electronics, and Computer applications that India is so famous for. But, there is a huge gap in the way people transition from their graduation courses in Engineering, Mathematics, and Business Analytics subjects without taking a telescopic judgment about their future in data science. All that is changing, but it will still take some time to fully understand the expectations from the industry.

For example, let’s take the healthcare industry – as one of the major consumers of data science solutions.

Did you know that blood collection unit in various clinics now store data and match them with personal information to understand how different races and ethnic groups react to a pandemic situation? Or, gender based hormone tests could be used to identify the future of human evolution without taking into account the role of environmental factors? Or, how do you estimate the probability of life threatening diseases like cancer or diabetes in small children? Data science is the key to solving all problems related to healthcare issues today. But, then, is talent standing up to the occasion.

Business leaders find it difficult to ascertain this situation gripping the healthcare industry despite the rise of data science. In the recent months, we have seen how big healthcare companies are engaging in a fight for market dominance in vaccinations and personalized healthcare solutions. They are striving for better innovations but falling short due to the urgent necessity for competing to gain superiority in hiring the best talent. 

Unfortunately, the trends have changed in the data science world where beginners, as well as expert professionals in India, are no longer just looking to grab an interview opportunity with the traditionally large IT and Software making companies. They are demanding much more. This has forced organizations to change their hiring tactic to get a more qualified skilled workforce for their healthcare data science projects.

Now, this kind of situation is also seen in other dominant spaces where data science is so widely used, such as IT and security management, manufacturing control systems, marketing and sales organizations, media and entertainment, e-commerce, mobility, and the recent industry to adopt data science, financial services, and banking solutions. Everywhere, the expectation is that people will build and control systems for their business processes, train machine learning algorithms and then pass on the supervision to the AI models that they created. 

But, there is a catch here— AI trainers understand that if they train AI too much in their own trade, they would lose their jobs to their machine counterparts and this is a major hurdle to the way business in AI and machine learning with data science is shaping up. Business owners have to take into account that they are not going to 100% replace the entirety of their human workforce with machines or AI think tanks. That would only cause chaos.

This is what the industry, therefore expects from the leading data science courses in India and the prodigies they create in their classrooms and labs.

Does the new crop of data science professionals understand Responsible AI?

Responsible AI or ethical AI is a big buzzword in the data science domain. It’s clearly a goal for many organizations that are working in AI and machine learning to hire only those data scientists and analysts who understand the dimensions of responsible AI. Today, any team that knows how to handle the demands of R-AI, can safely announce to the world that they belong to an enlightened group of AI workforce that can differentiate any organization and industry with their advanced skills. This is exactly what the industry is calling for— tapping talent from the responsible AI world.

Do you understand the various data governance frameworks?

No doubt, there is an immense potential in the modern day data science applications. However, if we are to succeed with the current league of solutions, we must train with the best tools that explain and train analysts on data governance principles and frameworks. As organizations look to scale up from big data to quality data, it is the responsibility of the data scientists to establish a guiding rail to describe the role of governance at all stages of data operations management, even if it means having people work with machine learning models. 

Different stages of data governance where machine learning applications are required are:

  • Benchmarking Planning
  • Formulation of data governance
  • Monitoring
  • Enforcement
  • Knowledge and Change management
  • Rewards and punishments 

As we continue to see the evolution of the data science concepts, we will realize how important it is to stay relevant to the trends. Taking a guess from outside the industry without actually working in a top business intelligence group could make you fall flat on your face.

If you are to succeed with your aspirations in the future, you must rise with advanced analytics, self service and embedded business analysis, and AI based roles. To ensure all data governance policies are aptly applied, and no bias is overlooked, it is important that data science trainers should explain the importance of having a good data governance and data quality from the very first session in the top data science courses in India. 

As a student looking to pursue data science courses in India, this is a great time to fulfill career aspirations and also take the country forward. This would help meet the growing expectations from the industry that uses data science tools extensively for its own projects.

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Python Ergonomics Review: What’s the Hype About?



Python Ergonomics Review

Ergonomic gaming chairs are all the gaming hype these days. You may wonder, my gaming chair works perfectly fine, so why buy an ergonomic one? Would you believe us if we told you that your spine posture today affects your health in the future?

Ergonomic chairs are designed to improve your posture while sitting, which can help alleviate back pain and other health problems. We’re here to test out the Eureka Python ergonomic gaming chair that claims to be the most ergonomic gaming chair on the market.

Reasons to Buy an Ergonomic Chair

There are plenty of reasons to buy an ergonomic chair, even if you don’t have any back pain. Here are some reasons ergonomic gaming chairs are beneficial:

• They improve your posture

• They help with alignment

• They take pressure off your spine

• They improve circulation

• They can help with back pain

Buying an Ergonomic Gaming Chair

If you’re looking for an ergonomic gaming chair, you should keep a few things in mind.

First, ergonomic chairs come in all shapes and sizes, so you’ll want to ensure you find one that’s comfortable for your body type.

Second, ergonomic chairs can be pricey, so you’ll want to do some research to find the best deal.

And lastly, ergonomic chairs are not a one-size-fits-all solution, so you’ll need to experiment with a few different models to find the perfect fit for you.

Keep these things in mind, and you’ll surely find the ergonomic gaming chair of your dreams!

Eureka Python Ergonomic Gaming Chair Review

If you’re looking for a comfortable, ergonomic gaming chair, the Eureka Python Ergonomic Gaming Chair is a great option. The chair’s ergonomic design makes it comfortable to sit in for long periods, and the adjustable backrest and seat height allow you to find the perfect position for your body. 

The Eureka Python Ergonomic Gaming Chair has a lumbar support pillow and headrest pillow to customize your comfort level. And if you’re looking for a gaming chair that’s stylish as well as comfortable, the Eureka Python Ergonomic Gaming Chair is sure to please you with its sleek, modern design.

When we tested it out, we found that the Eureka Python Ergonomic Gaming Chair was extremely comfortable, even after sitting in it for several hours. The ergonomic design definitely helped to reduce any discomfort we felt, and we loved the lumbar support pillow and a headrest pillow. 

We also appreciated how stylish the Eureka Python Ergonomic Gaming Chair looked in our home office. If you’re in the market for a comfortable, ergonomic gaming chair, the Eureka Python Ergonomic Gaming Chair is a great option.

Rating The Eureka Python’s Features

Comfort 9/10

The ergonomic design of the Eureka Python allows it to be used for long periods of time without causing discomfort.

Build Quality 8/10

The Eureka Python is made from high-quality materials and is built to last. From its caster wheels to the durable steel construction, this gaming chair is built to withstand heavy use.

Ease of Use 9/10

Another feature of the Eureka Python is its easy use due to its accessibility and good design. It has a flat seat and back design to fit all body types.

Adjustability 8/10

The Eureka Python is adjustable to fit a variety of users. This ergonomic chair can be customized to fit each user’s needs, from its armrests to the reclining option and self-adjusting lumbar support.

Value 9/10

The Eureka Python offers excellent value for the price. Although it may seem pricey, the ergonomic features that it has make up for it.

Overall, the Eureka Python receives high marks for its comfort, build quality, ease of use, and value. This ergonomic chair is sure to please a variety of users. It’s perfect for anyone who wants an adjustable, comfortable, and durable gaming chair.

Tips For Caring For An Ergonomic Gaming Chair

An ergonomic gaming chair is a great way to improve your gaming experience. Here are a few tips on how to care for your ergonomic gaming chair:

  1. Make sure to read the manufacturer’s instructions carefully before assembly.
  2. When assembling your ergonomic gaming chair, be sure to follow all instructions carefully. Do not tighten bolts or screws too tightly, as this could damage the chair.
  3. Be sure to adjust the height and tilt of your ergonomic gaming chair to ensure that you are comfortable while gaming.
  4. When not in use, be sure to store your ergonomic gaming chair in a cool, dry place. Do not expose the chair to direct sunlight or excessive heat, which could damage the chair.
  5. Be sure to clean your ergonomic gaming chair regularly with a soft, dry cloth. Do not use harsh chemicals or cleaners on the chair, as this could damage the chair.

By following these simple tips, you can keep your ergonomic gaming chair in great condition for many years to come!

Eureka Python FAQs

Can I use the Eureka Python as an office chair?

Yes, the Eureka Python is an ergonomic office chair that can be used for extended periods of time. It has a contoured and padded seat that provides comfort, support, adjustable height, and armrests that allow you to find the perfect position for your work.

What are the benefits of using the Eureka Python ergonomic office chair?

The Eureka Python ergonomic office chair offers many benefits, including improved comfort, posture, and circulation. The contoured seat, adjustable height, and armrests help to reduce strain on your back and neck, while the padded seat provides superior comfort. Additionally, the Eureka Python ergonomic chair can help to improve circulation by providing support for your legs and feet.

How does the lumbar support help my spine?

The lumbar support on the Eureka Python ergonomic chair helps to align your spine in its natural curves. This provides support and helps to reduce strain on your back muscles. Additionally, the lumbar support can help to improve your posture by keeping you from slouching.

The Main Takeaway

After carefully reviewing the Eureka Python ergonomic gaming chair, we agree that it is one of the best ergonomic gaming chairs on the market. It is extremely comfortable and has a great design that makes it perfect for gaming. If you are looking for an ergonomic gaming chair, we highly recommend the Eureka Python ergonomic gaming chair.

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What Are the Challenges In Civil Engineering?



Civil Engineering

Civil engineers are behind all the construction projects you witness before you. Be it an airport, a bridge, a building, or even an entire road or highway or a High Rise building; civil engineers are the ones who tend to undertake such projects and deliver with near perfection. But when they undertake such projects, it always comes accompanied by problems of their own. Sometimes it can be psychological, such as working late into the night and being at work first thing in the morning at the right time.

But other than these Challenges In Civil Engineering, there can also be other forms of problems which they may have to deal with in the course of building a fabulous building. Some of them are:

Environmental Problems:

Because construction work is done on the outside rather than the inside, it seriously harms the environment. It can have harmful effects such as blizzards, hailstorms, heatwaves, and many more that are potentially harmful enough to temporarily cease all construction work, leading to engineers and their teams missing deadlines. In some situations, the entire site where the construction project is underway is shut down due to multiple safety violations due to natural disasters.

Safety and Health hazards:

One of the biggest problems that these civil engineers have to deal with is safety issues and health concerns. There can be many safety issues on the sites where construction is underway, which can make way for unneeded accidents. So, it shouldn’t be a shock that the Civil Engineering industry is one of the most dangerous industries, with some people even perishing on their job.

Regulation of compliances:

A single person can never complete a construction project, and such a job will require many people with different skill sets. Given that a qualified civil engineer would have all the skills needed to get the job done, they can supervise many aspects of a construction project and verify that the regulations comply with the regulatory bodies and the government in general. The chief civil engineer is in charge of the project; therefore, if any employees break the guidelines, they are held responsible. There can be many safety issues on the sites where construction is underway, which can make way for unneeded accidents.

Other than the abovementioned problem directly related to any construction project you may be handling. There are some job-related problems you may have to deal with, and here is a brief list:

  • The job requires the maximum and the best from you. Chances are you may not get any holidays.
  • The salaries can be irregular, which can cause massive inconvenience.
  • The hours that go into work can be more than half the day when accumulated. Sometimes, the result can continue till late in the night.
  • The job can be taxing for your body as it involves supervision and toiling in the sun the entire day.
  • You’ll have to encounter many people daily. It is difficult for those people who do not possess social skills.
  • You might have to travel from site to site, which can take quite a lot of your energy in the long run.
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What is the use of the IES exam?



SSC CGL Good Job

IES Exam: The Union Public Service Commission conducts the IES exam annually to recruit eligible and suitable candidates for the various departments serving under the Government of India. The Engineering Services Examination is held for four engineering branches namely:

  • Civil Engineering
  • Electrical Engineering
  • Mechanical Engineering
  • Electronics and Telecommunication Engineering

Furthermore, the ESE is an abbreviation of the Engineering Service Examination and IES stands for the Indian Engineering Service. The IES selection process comprises three stages – Preliminary, Main, and Personality Test. 

The candidates are advised to go through the IES syllabus and have the right approach to ace all three selection rounds. UPSC IES is considered one of the highest-paying government jobs in the country. The IES job comes with a lucrative salary package, allowances, job security, and immense career growth.  Let’s discuss further the use of the IES exam in a detailed manner. 

What is the use of the IES exam?

The IES officers are entitled to the following benefits after getting appointed for the post:

  • Lucrative Salary Package
  • Perks & Allowances
  • Best Roles & Responsibilities
  • Career Growth & Promotions

IES Salary Package

After getting selected for the IES officer post, the employee will receive Rs. 55,000 approximately as the in-hand salary and additional allowances. The entry-level salary of an IES Officer will be according to the 7th Pay Commission. They will get the salary as per the city they are posted in. The salary structure as per the city is shared below:

AreasClass A CitiesClass B CitiesClass C Cities
Basic Salary15,60015,60015,600
Grade Pay5,400 5,400 5,400 
Dearness Allowance26,25026,25026,250
Net Basic Salary21,00021,00021,000
Transport Allowances7,0877,0877,087
House Rent Allowance6,30042002100
Gross Salary60,63758,53756,437


  • Dearness Allowance= 125% of Basic
  • House Rent Allowance (Depends on City Location) =  30%/20%/10% of Basic Pay
  • Transport Allowances =  15% of Basic Salary

UPSC IES Perks & Allowances

Along with the attractive UPSC IES salary package, the candidates will get certain perks & allowances as shared below:

  • Dearness Allowance
  • Medical Facility
  • Transport Allowances
  • Gratuity
  • Leave Travel Allowance/ Tour Allowance
  • Provident Fund
  • Other Allowances

IES Job Profile

Candidates who will secure the IES job profile will have to perform all the tasks assigned to them by their senior officials. The job profile is elaborated below:

  • The job profile of selected candidates is to perform all administrative and managerial tasks of the respective organization in which they are posted. 
  • They are responsible for the management and execution of all projects assigned to them by their seniors. 

UPSC IES Career Growth and Promotion

  • In the beginning, the candidates are appointed for the Assistant Executive Engineer/Assistant Director post. 
  • They need to work for 3 to 4 years to get a promotion to higher posts i.e Executive Engineer or Director. 
  • After serving for 13 years, they will be promoted to Joint General Manager or Chief Engineer (Level 2) post. 
  • Once they have successfully completed 20 years of service, they will be appointed as the Additional General Manager/Chief Engineer.
  • After gaining 30 years of experience, they will be promoted to the Senior General Manager post. After 34 years of experience, the candidates will be finally promoted to the Managing Director/ Chairperson post of the notified governmental organization.

Frequently Asked Questions

Q1. What is the exam date for the IES Prelims Exam?

Ans. The IES prelims exam is scheduled to be conducted on February 19, 2023.

Q2. What is the selection process for the UPSC IES recruitment process?

Ans. The IES selection process comprises three stages – Preliminary, Main, and Personality Test

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