Colin Crawford is a senior data scientist working within a start-up incubator at one of the UK's largest banks. Colin shares his presentation from the Enterprise Nation's StartUp 2020 event on what data science is and how it can be used for your business.

What does data science workflow look like?

See how the predictive power of data drives modern business in this introduction to data science.

Introduction to data science: The predictive power of data

Presentation

Introduction to data science: See how the predictive power of data drives modern business

Senior data scientist Colin Crawford&nbsp;shares his presentation on what data science is and how it can be used for your business.



Since launching in 2005, the Enterprise Nation team has helped thousands of people start and grow their businesses. Led by founder Emma Jones MBE, Enterprise Nation continues to be the most active UK small business community and a leading campaigning voice for small business. Joining Enterprise Nation connects you with resources, community and connections you need to reach your business goals.

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Lucy is a jargon free, social media trainer and consultant. Lucy is a #SheMeansBusiness accredited trainer and founder of SocialDayUK the UK’s biggest social media marketing festival. Lucy is also a Director at Avviso Media, a digital marketing agency that specialises in content and social media marketing for B2B and events brands. Lucy’s passion is to up-skill women and so set up DigitalWomen with Natwest, a community created to empower 1 Million plus women through digital skills which holds regular events and highlights the great work women are doing in digital and entrepreneurship.

Director

Social media marketing for small Business

A group to learn and share social media advice and tactics

I started my career in journalism and was lucky that the content marketing revolution meant my particular skills - storytelling, audience engagement, creative idea generation and so on - were soon in demand in the business world.
From drawing out the heart of a brand&apos;s message to creating powerful headlines and calls to action that drive... well, action... I help businesses stand back and ask the question, &quot;So what?&quot; It&apos;s what separates indulgent copy from copy that hits the mark with target customers / clients and actually achieves a business goal.
Quality and precision are central to everything I do and I have brought together a team of skilled professionals who have the same level of commitment to doing their jobs to the best of their ability every day.
I&apos;m also passionate about flexible working and wellbeing in the workplace and am 100% committed to making sure that I do everything in my power to ensure that Rin Hamburgh &amp; Co is a great company to work for as well as with.

Blogging

Our team of experienced professional journalists and copywriters understand what readers want from a blog. We’ve spent years creating content that adds real value and generates results including:

● Establishing expertise
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We offer blogging packages starting at two posts per month, and will work closely with you to ensure each post accurately represents your brand.

Don’t think of 

I am an expert in finance, having worked in big investment banks such as Merrill Lynch, BNP Paribas, Shearson Lehman, and am a retired actuary (insurance/pensions financial mathematician). I have a maths degree from Cambridge University and have had multiple careers relating eg to M&amp;A, investment analysis, pensions, insurance, property, investment, financial planning, banking, derivatives...I have written numerous cutting edge papers on these subjects.
My favourite activity is to help businesses, small and large, on developing their business: writing a business plan, preparing financial forecasts, developing pricing tools for them such that they can better assess the prices they should be charging their customers, valuing their business, helping them to raise equity or debt finance.
I have lectured on finance and investment at various leading universities. Written numerous papers which have had a major influence on how the insurance and pensions industries are run. I have been a senior investment banker advising on M&amp;A, risk management, shareholder value optimization, and also investment analyst (banking, insurance, pharmaceuticals, smaller companies...).
What distinguishes me is that I do NOT provide advice (!!). For example, I write a factual business plan. Or, I calculate how much your business is worth based on my knowledge and expertise, and information you supply. From this you can decide your best strategy, easily.
I am real good at helping you decide also, for example, how much your home is worth, what investments suit you, whether interest rates are headed up or down, whether there is going to be a market crash or boom, which type of loan finance to select...
In my opinion, companies stand to gain a lot of money in market value added terms from my work compared with other professionals. They have no understanding, in general, of statistics, of finance etc. They may be experts in their fields, but not in mine.
I am NOT a solicitor, estate agent, IFA, mortgage broker…I am an investment expert who has 46 years’ experience researching and thinking about financial matters. I love valuing things (property, mortgages, shares…). My philosophy is to do work such as is required by a client but have a preference for them using a market value maximization rule. Are you better off in £ value terms by taking out the mortgage, buying or selling the property with or without a mortgage, selling the business at this price…?
PLEASE NOTE. I AM NOT REGULATED UNDER THE PRA AND FCA, ALTHOUGH I USED TO BE WHEN I WAS WORKING. With any work undertaken by me, you are NOT covered by the Financial Ombudsman Service or the Financial Services Compensation Scheme (FSCS).
List of my clients over the last 46 years:
1. Insurance. Virtually all UK life insurers, 20 UK general insurers, 4 Lloyds syndicates, 7 Italian insurance companies, 5 French, 4 Dutch, 20 Spanish, 15-20 German, 5 American, 2 Trinidad, 1 Jamaican, Jamaican government insurance supervisor, 2 Hong Kong insurers
2. Pension funds. 100 UK schemes, 4 large French schemes (including 2 state schemes), 3 Italian, 5 Dutch, UK government actuaries department
3. Property. 1 Australian company, 1 South African company (Liberty International hired me to value their Lakeside and other major shopping centres for inclusion in their group accounts). Numerous small clients, individuals, insurers, one pension fund.
4. Investment (equities, bonds, gold, property, bitcoin...). Many unit trusts, investment trusts, pension funds, insurance companies, 2 hedge funds, countless individuals. Numerous investment managers mostly in the City of London
5. Personal financial planning: retirement, insurance, property...advices. Some 70 individuals on a formal paid basis, many unpaid informal.
6. Mortgage advice. Mostly for myself over the years, very detailed analyses covering the market. 4 to individuals on a paid basis, 3 unpaid.
7. Asset mix advice. Derivatives advice. Mostly to large companies, institutions, pension funds and insurers, a few to government treasury departments in Europe.
8. M&amp;A deals. Many industrial small and larger companies. Many insurers. 7 FTSE 100 deals, many proposals, UK, Europe.
9. Credit analysis. Many transactions for a Ukrainian bank. Chief risk manager for a large Swedish multinational insurance company, Lloyds syndicates&apos; regulatory body. One Australian bank.
10. Banking. Many projects for UK clearing banks, many for 2 Australian large banks
11. Small business appraisals and financial modelling. Many. Some 10 M&amp;A transactions of small companies.
In my profession as an actuary I received the the Jim Anderson award for Professional Excellence, and was awarded ‘VIP’ status by Worldwide Who&apos;s Who in 2014.
In the actuarial profession, I had a high profile as a result of many influential papers including:
•	Financial Theory Of Defined Benefit Pension Schemes
(“Eighteen years&apos; ago today, Jon Exley, Shyam Mehta and Andrew Smith published what has been described as the most important and influential paper ever written on defined benefit (DB) pensions”)
•	ALLOWING FOR ASSET, LIABILITY AND BUSINESS RISK IN THE VALUATION OF A LIFE OFFICE
•	Asset Strategy For Defined Benefit Pension Schemes
•	Consistent Assumptions For Multinational Asset Models
•	Exley Mehta Smith Market Efficiency
•	Exley Mehta Smith Mean Reversion
•	Hedge Funds For Pension Funds
•	Pension Funds— A Company Manager&apos;s View
•	QUANTIFYING THE SUCCESS OF A LIFE OFFICE
•	Summary And Comparison Of Approaches Used To Measure Life Office Values
•	TAXATION IN THE ASSESSMENT OF PROFITABILITY OF LIFE ASSURANCE PRODUCTS AND OF LIFE OFFICE APPRAISAL VALUES
•	Life Assurance Sector Review: A Fresh Approach, Shearson Lehman Hutton
•	Pricing of Insurance Risk, Staple Inn Actuarial Society
My work has been highly influential in creating change to the way insurance companies and pension funds are run across the world, particularly in the UK (so that, for example the risk borne by insurance companies is now far lower, and for pension funds it is now mandatory to publish and also carry out valuations to see whether the scheme is solvent).
I am a yoga teacher with an advanced teaching certificate since 1977, having for example been a co-author of the best selling book &quot;Yoga: the Iyengar Way&quot;.
My favourite activity is watercolour painting.

Shyam Mehta

I am an expert in finance, having worked in big investment banks such as Merrill Lynch, BNP Paribas, Shearson Lehman, and am a retired actuary (insurance/pensions financial mathematician). I have a maths degree from Cambridge University and have had multiple careers relating eg to M&amp;A, investment analysis, pensions, insurance, property, investment, financial planning, banking, derivatives...I have written numerous cutting edge papers on these subjects.
My favourite activity is to h

Introduction to data science: See how the predictive power of data drives modern business

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