The Future of Data Science

If you have a question in mind regarding the future of data science then you are definitely concerned with whether the techniques and tools such as Python, Hadoop or SAS will become outdated or whether investing in a data science course will be beneficial for your career in the long-run. But there is no need for worry. Businesses have only recently begun to realize the worth of their data and have just begun to make significant investment in these areas. So data science careers will be around for quite some time.

HISTORY OF DATA SCIENCE

The history of data as well as statistics is proof of the fact that the transformation of data into useful insights is something which has been happening for a long, long time.

The high-tech data-driven world has forced companies to develop cheaper and more reliable sources of data storage so as to store lots and lots of business data. The extraction of useful insights from this mass of data requires the skills and knowledge base of statistician and programmers. This combination of statistic skills and programming skills can be seen only in the DATA SCIENTIST. The job of data scientists is not only extracting useful insights but extends to designing new tools and techniques for processing and storage of data.

A SECURE AND LUCRATIVE CAREER AS A DATA SCIENTIST

The individuals with right mix of skills necessary for jobs as data scientists will have a challenging career. The job and salary prospects of DATA SCIENTISTS make it an even more worthwhile educational investment for new entrants and professionals in the near term. Data scientists will have a wonderful career in the future as well. The field of data science (machine learning in particular) is not going to disappear but rather outshine other fields. So the future of data science looks promising.

The market for data is regarded as highly competitive. Standing out from the crowd and having an edge over the competition are the two important traits to keep in mind when pursuing your career in the field of data science.

HOW CAN THIS BE ACHIEVED?

A lot has been discussed about the use and benefits of data. But now the question arises regarding how to accomplish training in this field. Professionals can advance their skills and knowledge base by taking classes in data as it is always said that upgrading one’s skillset (by way of training, education or any other mode) is the key to a successful career and a bright future. It is always beneficial to be in sync with the latest technology and trends.

THE FUTURE OF DATA SCIENCE IS DEFINITELY GOING TO BE BRIGHTER THAN EVER

But remember, getting into this field is not easy. You will need to have an in-depth and thorough knowledge of all the techniques and methodologies utilized in the field of data science.

Buying Art

Everyone buys art from time to time, some pay large amounts of money for original artwork – more people buy cheap forms of the arts on-line or at their local market. But regardless of your wealth there are plenty of great art sites selling many great forms of art.

Times are quickly changing and the world of arts is fast becoming more affordable for everyone. With today’s access to information on the web, finding reasonable works of art can save the average person a bundle.

Wealthy people pay large amounts for original art – this is understandable because they are buying the original work of an artist who has made a good reputation for himself . Buying original art is also considered to be a good investment. For some, buying original art may also be a way of increasing social status and attempting to conform to culture norms.

More people stick to buying limited edition art.

Limited edition artwork can range from two copies upwards to infinity. Should we pay big bucks for something that may be hanging on hundreds of walls?

I recently came across a Spanish artists website. His artwork was to a very high quality. He limited each print to 250 copies; they were on sale for EUR650 each. Is this too high a price for a limited edition print?

Are artists charging too much for their work?

I am constantly asking myself this question. How do we price our work? The answer is far from simple.

Do we, as artists un-limit our work and make them affordable to everyone or do we set an enormous price that only a small minority of the worlds population can afford.

When buying art, set out a budget that suits you before you go on-line. It you look at a large range of sites you will find some form of arts that suit your own pocket.

Just remember that the arts are for everyone to enjoy. People from all classes can enjoy, gaze and admire the many different forms of art. If you are looking to buy some form of the arts don’t rush into it. You may have to look at it for the next twenty years.

One Bad Decision Can Cost a Hospital Millions

Things can go wrong without the right team in place

I recently read an article that was attempting to explain the cost overrun experienced by a hospital during the launch of their new EMR. The article was clear on what caused the overrun but failed to communicate why the decision was made that created the cause.

In many hospitals, emotions can run high fueled by attitudes of resistance to change. The pressures and stress associated with go-live can be a challenge to manage; however, allowing those forces to affect decision-making can have lasting adverse financial effects. When all planning, budget, constraints, and common sense that should be applied are set aside, you can almost always expect the worse. It may feel like appeasement is the right thing to do to relieve the stress, but it may not be the best thing. Sticking to the plan, and staying within the budget should always be the guiding factor that drives decisions even when the pressure is great.

It’s unfortunate, but some decisions are based on problems that may not exist at all but are only perceived based on excessive negativity. Having an experienced team in place that can help make decisions based on fact is vital.

Negotiating Skills Do Pay Off!

When doing logistics, treat it like it’s your money

Getting one of the best hotels in the city to give you the lowest rate with great concessions is excellent. In this agreement, the hotel managed the flight itineraries and provided transportation to and from the airport. They supplied one large conference room for orientation and then surprised us in the contract with a complimentary welcome reception for 120 guests with heavy hors-d’oeuvres. Provided two fifty-six seat luxury buses and several shuttles to transport consultants to the training facility and back. They also agreed to use their shuttles to take those consultants that worked within two miles of hotel to work and back each day. Everything listed above was in the price of the rooms $105.09 with tax. Note, this took a huge burden off the consulting firm, and the savings were passed on to the hospital.

When a hospital hires a consulting firm, that consulting company should put forth all effort to save money, not spend money. Creating a positive cost variance (CV) indicates the consulting firm is in fact on your team. Negotiating for the best price is good, but getting the most value for the lowest price is better.

Consultants Saved the Day!

Good consultants can mean the difference between success and failure

I sat in an auditorium with over three hundred consultants when the speaker invited to the podium the senior implementation project manager. “Dr. So and So has overseen the EMR implementation of nineteen plus hospitals please give him a round of applause.” Wow, nineteen projects that’s impressive. However, it turned out to be a challenging project in many areas but mainly with significant workflow issues.

Although it is confusing why this happens, it is clear the leadership was out of touch. Seeking someone with excellent qualifications can be attractive for any hospital, but having someone with the insight that can eliminate problems before they exist is priceless. I am not sure why this project manager didn’t know this.

Fortunate for everyone the consultants came with the experience and knowledge necessary to handle these types of issues. Jumping into action and based on past experiences they began the process of educating the staff and leadership on what works. This go-live would have never survived without the tremendous efforts of the consultant.

Home Sweet Home!

He loves to be at home, almost deliriously. Home… sweet home! Some place where you follow the same delicious routine- everyday, day after day. His mother and sisters hovering around him, giving him mouth-watering meals at the appropriate hours-so religiously maintained! Precious moments at every step of the homely existence, sometimes with his father butting in at the most inappropriate ones! And then… the compulsory evening hours before the television set with family, and a lot of nonsense yet fun. This is heaven, he justifies. Nothing can possibly ever make him think of leaving it!

Of course, he reasons, he is no longer a burden on his father’s measly monthly income. Now, he too has a job-a fairly good job considering the fact that he can carry it on royally residing at home. What’s more-he is contributing to the monthly budget in good measure and as a result of that he is getting even more attention from his mother and more pampering from his beloved sisters, he’s almost sure about that! Yes, he had got several other job offers outside his city, but rejected all in an immaculate cost-benefit analysis that he often indulged in. He will get more salary no doubt, but most of that will go to renting flats, cooking for his own sake, transport costs for homecoming and going and other related costs. Therefore, he is ready to give up that extra income in favour of staying at his heaven.

Sometimes he gets bored too, as is natural. The delicious routine becomes a drag if he decides to think of his apparently purposeless existence. But then he reasons even more vehemently. Why-there is lot of purpose in his life, helping his ageing father, giving solid support to his mother, finding ways and means of marrying off his sisters and so on. Besides, home sweet home always has its never-ending store of pleasures. He can lounge out in the portico sofa by the window with a book or have noisy games of cards, ludo, carom, checkers and the lot with family or can join the guests who come almost every day for gossip or can go for a movie.

His heavenly existence was continuing in full bloom till one fateful day. In fact, for many others it would have been a momentous day of great joy and promise. However, for him it was a D-day. He had to take the decision of his life-a choice between his heaven and a future that he did not put much weight on.

He got an unexpected promotion and transfer to a big city. Maybe thanks to his heavenly roots he had been very good in his office job, and just when the employers wanted to reward him for his efforts all hell broke loose for him. He shared this news with his mother and sisters in a very casual manner, not telling about the exact pay package, but only mentioning the additional unnecessary costs. However, one of his sisters got elated at the prospect of traveling to the megacity and staying in her brother’s home. He looked askance at her.

He is more careful breaking the news to his father. He tries to convince him that this promotion does in no way mean a quick climb-up in the hierarchy; rather he’d wait a little longer and get the promotion at his hometown. Or he’d approach some influential person for a settlement where his dad could also help. And the unnecessary expenses that will come inevitably, his cost-benefit analysis in full flow. He is almost sure that his dad is convinced. Any doting father would want his only son near and around only. However, his father’s next action was not at all expected. His father just walked out of home.

It was only half an hour later, but the suspense made it seem much longer. His father comes in with huge packets on his hands. His father calls upon his mother and places all the packets on the dining table. One by one he opens-sweets, cakes, salty delights and all. He just ushers in a big celebration. His heavenly son just looks on.

“Congratulations, my boy! I was really worried about you and your ways. But you proved to be damn good in work, and the way your company is rewarding you is just terrific. Okay… you’ve gorged on home food and comforts for quite long. Enough of your logic and arguments! Now you get a start on your own. And don’t bother about me. Next time I’m coming to have comforts in your home!”

He tries to look pleadingly at his mother. But she is busy, and merrily setting the table. He must celebrate now.

Chinmay Chakravarty is a professional specialized in the creative field with over two decades of experience in journalistic writing, media co-ordination, film script writing, film dubbing, film & video making, management of international film festivals and editing of books & journals. Proficient in providing professional services in these related fields. Presently working in DD News, India.

How Prepared Is Your Board for Cyberspace?

While cyber security is an important issue for boards, it has not always been top of mind. Because a major corporation like Equifax had a breach in its IT system, many companies are rethinking how to secure cyber security.

Boards around the world are examining the Equifax case to determine how to best secure their organizations valuable information stored in their IT systems. So who is responsible? Since the CEO has stepped down, it is apparent he was being held accountable. However, where was the board of directors?

In today’s world of cyberspace, corporate boards have to think about more than governance, CEO compensation and strategy.

As it stands, it is in the board’s best interest to ensure the company is not exposed to debilitating risks. Companies have workplace safety standards and sexual harassment policies to mitigate lawsuits. They even have disaster recovery plans in the event of natural disasters or occurrences like the World Trade Center plane crash. These plans and policies are in place to keep business running smoothly and perpetually. It protects customers and employees.

However, with sophisticated computer hackers around the world, it is no news that computer systems and valuable information can be breached and stolen. There are hackers who breach computer systems as a business. They ask for ransom in the amount of tens of millions of dollars. If it is not paid, they threaten to release the companies secure information, which sometimes could contain private email communication from top executives.

While many enterprises as large as Equifax may have disaster recovery plans for their physical operation, they may not have the same plan for cyber breach. The disaster recovery policies would include immediate action steps based on size of the breach, who made the breach, what information was taken, were company smart phones breached, what to communicate to employees, the public and shareholders as well as other important factors.

In some cases, it may make sense to inform the FBI. In other cases, it may be better to pay the ransom. The challenge with calling the FBI is that the hackers could be in countries like Russia. In Russia, the FBI may not pursue them. Why? Because the Russian government is always looking for good hackers. If the FBI exposes the hackers in Russia, the government may hire them, which can present long-term problems for the US. When it comes to paying ransom, it’s tricky. If you pay, they may hack you again as though you are an ATM machine. If you don’t pay, they may expose confidential information. These are also the kinds of challenges that directly involve the board.

What’s most important is that the board is talking about cyber security before there is a problem. There should be constant audits of the cyber security system to mitigate any risks. In addition, as a board, they should hold the CEO accountable for that security. Furthermore, there should be clear policies to guide the board and the executive team on how to handle the various moving parts in a delicate situation. Boards with disaster recovery plans and high accountability with the CEO are more likely to be forward thinking about cyber vulnerabilities and proactive about updating the security system.