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Data: The Next Frontier



“More data don’t guarantee better decisions. … The right data, however, do,” said Dr. Michael Hasler, program director for the business analytics Master’s program at the McCombs School of Business. The idea of “Big Data” is ubiquitous, and companies often believe they need to become part of the big data push without necessarily understanding why or how. But at the Texas Enterprise Speaker Series, Hasler reminded the audience gathered at the J.J. Pickle Research Campus that data’s real value isn’t in merely being collected, but in how it helps us make better decisions.

“Data is the new oil,” explained Hasler. “And just like oil, data in its unrefined state is really difficult to use. In its unrefined state, it’s a bunch of zeros and ones. We have to clean it and organize it in order to use it.”

Data Must Be Saved

Dr. Niall Gaffney, director of Data Intensive Computing at the Texas Advanced Computing Center (TACC) at The University of Texas at Austin, agrees. “Data unto itself is worthless,” he said. “It’s like that junk drawer that you’ve got in the kitchen. There’s a lot of useful stuff in there — if you had it organized and set up right.”

And Gaffney knows a little bit about big data. Not only is he on the leadership team at TACC, which houses Stampede — one of the biggest supercomputers in the world — but he is also a former Hubble Space Telescope data scientist who was instrumental in the development of the Hubble Legacy Archive (HLA), a project that catalogued 23 years’ worth of Hubble images and information to make that data available for open research.

The HLA was an ambitious endeavor and one that would not have been possible had decades’ worth of researchers not made one crucial decision: to save their data. Even when the technology didn’t exist to examine it — even before they knew exactly what questions they wanted to ask of it — they preserved it.

“For data to work for you,” Gaffney explains, “you can’t lose it. … It can’t be recreated. You never know how you’re going to use it in the long run.”

Data Must Be Organized

Once scientists began combing through half a petabyte (524,288 gigabytes) worth of data that had been amassed, they noticed something surprising: While plotting supernovae in deep space, they found they were brighter than they should be at such a great distance. They deduced that the only way this could be explained was that the universe is expanding faster today than in times past.

“So when you come up with something like that, you come up with something called Dark Energy,” Gaffney said. “And when you come up with something called Dark Energy, you win one of these: a Nobel Prize.”

Gaffney’s point is simple and applicable to all fields, from astronomy and physics to business or medicine: Data saved is data used — whether today or in 20 years — and we can’t always predict how that data will be applied.

The HLA has simplified the research of three new Nobel Laureates and countless other astronomers, and it has also contributed to something you might have on your smartphone right now: Google Sky Map. During Gaffney’s time at the Space Telescope Science Institute, he and his fellow scientists approached Google and asked if the tech giant had considered turning the view of Google Earth outward,  toward space. His team, along with other groups working to collect and organize astronomical data, contributed their findings from the HLA so Google could build an accurate, responsive, and interactive view of our galaxy and beyond.

“You may think that it’s a really hard thing to put together a Google Earth — and it is — but it didn’t start as just Google Earth. It’s a complex set of simple questions that go into building these things, and how you really harness the power of data is by asking a lot of little questions that you can answer, and assembling that into a grand-scale answer,” says Gaffney.

Data Must Provide Insights

To be useful, data must be stored and organized. To be valuable, data must provide insights. Whether it’s studying deep space supernovae or analyzing consumer-buying habits, the right data enable us to make better decisions.

But the data-driven world is changing rapidly. In 1993, 100 terabytes of data were transferred over the Internet. In 2013, 200 terabytes of data were transferred across the Internet … per second. The volume, velocity, and variety of data are increasing exponentially, and this can make it very challenging to sift through and find relevant correlations that produce usable results, especially for those managers not accustomed to working with large, dynamic data sets.

But learning to do so, argues Hasler, is essential. Big data can mean big value — hundreds of billions of dollars, in fact. Geotracking and geofencing technologies, which rely on big data, has the potential to be worth $600 billion annually to the global economy. That’s the kind of decision-making power data can bring to corporations, but it also requires professionals who can do the work.

The McKinsey Global Institute reports “that there will be a shortage of talent necessary for organizations to take advantage of big data” in the years ahead. How much of a shortage? By 2018, U.S. organizations will need more than 1.5 million managers and analysts who can turn data into decisions.

Hasler encourages business leaders to ask themselves the following questions before jumping blindly into the numbers:

What data do I already have?
What other data do I need?
How can I get that data?
What skills and tools do I need?
How do I protect and store my data and protect my customers’ privacy?

After all, he says, it’s not the data itself that is crucial for success — it’s knowing how and why to apply it.

“Analytics do not begin with data,” he said. “They begin with problems and opportunities.”


About the Author

This article was written by Adrienne Dawson a writer at Texas Enterprise an organisation created to share the business and public policy knowledge created at The University of Texas at Austin with Texas and with the world. see more.


Women on Top in Tech – Dawn Dickson, Founder and CEO of PopCom, Inc. and Founder of Flat Out of Heels



(Women on Top in Tech is a series about Women Founders, CEOs, and Leaders in technology. It aims to amplify and bring to the fore diversity in leadership in technology.)

Dawn Dickson is the Founder and CEO of PopCom, Inc. (formerly Solutions Vending, Inc.), the company behind PopCom Kiosks and the PopCom API, which provides a software solution to make vending machines more intelligent. She created the company after her own struggles to find vending machines that could sell her roll-up flat products, Flat Out of Heels, at high-traffic areas like airports.  She was awarded First place in the PowerMoves NOLA Big Break pitch Competition and second place in the 2016 SBA Innovate Her Challenge.

What makes you do what you do? 
I love solving big problems and working with amazing people to get it done.

How did you rise in the industry you are in?
After working in the vending industry for three years selling Flat Out of Heels in vending machines in airports and nightclubs, I was frustrated with the lack of data I was able to collect from my hardware. I also wanted more engaging and interactive experiences for my customers and after speaking with several retailers they felt the same way. That is when I decided to focus on PopCom and developing a software solution to solve the data problem in self-service retail.

Why did you take on this role/start this startup especially since this is perhaps a stretch or challenge for you (or viewed as one since you are not the usual leadership demographics)? 
The fact that I am not the usual, leadership demographic is the main reason why I was up for the challenge. The industry is in need of a change and I believe someone with a unique and different perspective and experience is needed. I look forward to collaborating with the industry leaders and veterans to build a product that everyone loves and finds value in.

Do you have a mentor that you look up to in your industries or did you look for one or how did that work? How did you make a match if you did, and how did you end up being mentored by him/her?
I am involved in several different industries and sectors – retail, self-service retail, hardware, software…so I have to learn a lot of information quickly.  There are several people that I look up to, follow their career, and seek advice from. I was fortunate to be able to participate in some of the country’s top accelerator and entrepreneurship development programs, including Techstars, Canopy Boulder, and the BIxel Exchange – the mentorship and network I gained from these programs has been invaluable and very instrumental in our progress.

Now as a leader how do you spot, develop, keep, grow and support your talent? 
I have learned that spotting talent takes time, it takes patience, and building relationships with people and networks to meet new people, most of my connections come from introductions. I focus on finding the right fit for the company culture, there is a lot of great talent out there, but the culture is different, I want us to be on the same wavelength. I am fortunate to have met some great people through the programs I was in that came on as mentors, advisors, and eventually full time team members. I take time to get to know my team individually and understand what their personal goals and ambitions are, ask them what their dream job looks like, understand their needs so they can be happy at work and be fulfilled. I believe in self-care and making mental health a priority, if a person is good within themselves they radiate positivity and are more productive.

Do you consciously or unconsciously support diversity and why?
I am a black woman so I am diversity. Naturally, we attract people we can relate to and have things in common, so I found that my team was heavily female and my diversity initiative was finding more men…when I thought about it I found it funny. Now I have a balanced team of men and women from diverse backgrounds, experiences, and perspectives which is exciting.

What is your take on what it takes to be a great leader in your industry and as a general rule of thumb? 
To be a great leader you have to be a team player, my rule is I never ask someone to do something that I would not do myself. I also have a rule to give the team the freedom and flexibility to work when and how they are most productive. That means some of us working different hours and being in the office different days, but happy team builds the dream!

Advice for others?
My advice is never give up if you believe in it. I started my company selling shoes in vending machines in 2011, it took me 7 years, a few failed hardware attempts, and many people telling me it would not work because the market was not ready. I was patient and what I believed would happen is happening. In May PopCom is bringing the PopShop to market, a next gen smart vending machine to sell and sample products. Our API will be ready in July and for the first time vending machine and kiosk owners can understand their conversion rates and have the level of data and analytics available that eCommerce stores have, but better. It has been a long journey and I feel it is just getting started, but I am only here because I never gave up.

If you’d like to get in touch with Dawn Dickson, please feel free to reach out to her on LinkedIn:

To learn more about PopCom, please click here.

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Callum Connects

Elaine Zhou, Co-Founder of China Women Equipping Center



Elaine went on a journey of self discovery and once she knew her true self she could be successful in her own business.

What’s your story?
I am very proud of where I came from and I am grateful for where I am living and working today. Singapore is my adopted home and it is my aim to always contribute to and serve this country and its people.
Twelve years ago, I moved to Singapore for an internship opportunity. I was twenty one years old and I didn’t have any friends, I didn’t speak English, I didn’t understand the culture or the customs. Everything was new and strange to me. Everything was difficult, but my parents had tremendous faith in me.
My parents have worked diligently on the family farm to raise us and send us to college. My parents had a huge influence on me. The important things I learnt from them are to love, to never give up, to be a hard worker and to have a can-do attitude. These are the qualities that I embrace in my daily life.

What excites you most about your industry?
We offer more than just training. Our business is a resource to be leveraged for transformation, improved teamwork, leadership behaviours, communication skills, relationship skills, coaching skills and increased job satisfaction and productivity.
Our passion and purpose is to help people grow as leaders and to create tremendous results by serving others well. We take people to daring destinations, beyond their imagination.
My greatest joy is to see people grow, change and transform and live a purposeful life; this is what motivates me to do more and do it well.

What’s your connection to Asia?
I was born in China and I have spent all my adult and professional life in Singapore.

Favourite city in Asia for business and why?
Singapore and China.
Singapore is a very sophisticated and systematic country. It is a structured and highly efficient business environment and people are generally nice and honest. Also, the convenience and diverse culture is a great advantage for people who want to settle down there, no matter if they are from the East or West. You always feel at home in Singapore.
I also like China because of its fast growth. The population and the market is here. However, it takes time to settle in because of the language barrier and the very different traditional culture. But you will also find it is very interesting and you’ll want to learn more about China. The people are nice if you know them well. It is always about relationship first and business second, and when you are in a business meeting, you really have to master the skill of “reading the air.” It is a skill to let people know and understand you; your values, your background, why you think in that way or why you do or do not do certain things. Doing business in China is like swimming in the ocean; it is an abundant ocean and it is full of risks. Always know your values and stay true to yourself and make decisions close to your heart. It will help you see things more clearly and get things done in a way that doesn’t violate your values.

What’s the best piece of advice you ever received?
“Be yourself, Elaine.” That is the best advice I have ever received. It was a big ‘aha’ moment for me. It was also the moment I truly and honestly looked within myself. I realized that when I am being my true self, and not trying to be someone else, I am able to connect with people instantly in a genuine and authentic way. It is a great feeling.

Who inspires you?
There are so many people who encourage me, lift me up and challenge me everyday. My mentor, John Maxwell who helped me discover my purpose in life; Michael Griffin, for his passion for Christ which is contagious and Wayne Dyer, my spiritual mentor who passed away in 2016. Also, people who are living with a purpose and striving everyday for their dream, they really inspire me. My clients, mentees and students. When I see that joy and peace in them, that inspires me to do more and do well. My team inspire me, especially when they said, “Elaine, I joined the business because of you.” They inspire me to make it work for the team and the business because it is beyond my own self interest. I am grateful for having so many people in my life who inspire me.

What have you just learnt recently that blew you away?
China is a big country, we all know that, and it is also an internet giant. Recently on a team meeting, one of the directors who manages a successful beauty business, shared with us, that everybody is on the internet, especially on WeChat. People are obsessed with online communities – for ordering food, getting taxis, forging relationships, connections and friends. Almost anything and everything can get done online. But right now, there is a new trend; more and more people want the “offline” experience. It usually takes one to two hours from one place to another in Beijing, but people want to make the effort to have a real connection with other people, to attend networks, seminars, workshops and business meetings.

If you had your time again, what would you do differently?
I started my first business when I was 24 years old, it failed. One year later, I started my second business and after a year and a half, I closed down the operation. After several painful experiences and two failed businesses, I started to look within myself, and seriously and intentionally invested in my personal growth at the age of 28. If I could turn back time, I wish I could have grown a lot earlier. I strongly believe that the level of our success is determined by the level of our self growth and we are always learning, everyday. But I also understand it is not the only way to live. I also consciously and intentionally try to live in the now. It is a beautiful and great way to live. In fact, I am grateful for what I have gone through; the pains, setbacks and challenges in my earlier life.

How do you unwind?
I like to stay connected with nature. For example, taking a walk barefoot on the grass and smelling the roses on the street. Having a beer or coffee along the riverside with friends; reading a good book; hunting for nice restaurants; swimming or running.

Favourite Asian destination for relaxation? Why?
Thailand – nice beaches, food and people.
Bali – fantastic beaches and food, great people.
Malaysia – Nice food and people, particularly Langkawi, Penang and KK.
Of course Singapore, it is always a place dear to my heart. It’s my home.
There are a lot of other interesting places in China which I am still exploring.

Everyone in business should read this book:
The Law of Success by Napoleon Hill
The Science of Getting Rich by Wallace Wattles
The Power of Now by Eckhart Tolle
Tao Te Ching: Change Your Thoughts, Change Your Life by Wayne Dyer
Developing the Leaders Within You by John C.Maxwell
Start with Why by Simon Sinek
These are some of the books that truly transformed my thinking and shaped my values.
I used to read a lot of different types of books, from sales, marketing, branding and management to different business models. I found it is really hard to master all of it and I was not optimizing my own strengths.
Entrepreneurship is a skill to be learnt. But it is really important to recognize what we are good at and what we are not so good at. We can not be everything.
Entrepreneurship is a journey of self-discovery and soul searching. It is all about learning and striving. We should try and always remember why we started our business in the first place.

Shameless plug for your business:
The China Women Equipping Center, is something both my team are I are very proud. We have put our hearts and souls into it, to help women in China grow and transform. As a developing country and with the rise of China, people are not lacking in money, everywhere is full of opportunity, but the challenge is the civilizations, values and faith. In fact the Chinese government puts a lot of effort into improving and shaping the international image to ensure it is making progress. But people are still facing a lot of pressure, especially women.
One of our business partners who is runs traditional Chinese medicine retail stores, shared that 80% of his patients are female, and the reason they are coming to see him are anxiety and depression.
Our China Women Equipping Center creates a safe and comfortable environment for women to help build their values and characters. My local team and I are very passionate about our mission and purpose. Beijing is our headquarters in China. We are planning to take three to six months to establish our business in Beijing and grow and expand to other major cities in China after that.

How can people connect with you?

This interview is part of the ‘Callum Connect’ series of more than 500 interviews

Callum Laing is an entrepreneur and investor based in Singapore. He has previously started, built and sold half a dozen businesses and is now a Partner at Unity-Group Private Equity and Co-Founder of The Marketing Group PLC. He is the author two best selling books ‘Progressive Partnerships’ and ‘Agglomerate’.

Connect with Callum here:
Download free copies of his books here:

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