Tag: big data

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Big Data, Analysis and Business Intelligence

Big Data, Analysis and Business Intelligence

big dataThere is a lot of talk among IT professionals of “big data”, and discussions at many business conference tables center on how the organization might find greater benefit and advantage from the intelligence buried in the business systems and information.  It is a two-part problem, where the collection and the analysis each play essential roles in developing real business intelligence.

“So what’s getting ubiquitous and cheap? Data.

And what is complementary to data? Analysis. ..”

Hal Varian, Chief Economist at Google and emeritus professor at the University of California, Berkeley
“Hal Varian Answers Your Questions,” February 25, 2008 (http://www.freakonomics.com/2008/02/25/hal-varian-answers-your-questions/).  BUSINESS INTELLIGENCE AND ANALYTICS: FROM BIG DATA TO BIG IMPACT; MIS Quarterly Vol. 36 No. 4, pp. 1165-1188/December 2012

The information technology and systems in a business support the operation.  Software and computers help people do their jobs, and the information collected in and generated by those systems becomes the foundation for developing business “intelligence”.   Today, businesses must reach beyond their own direct operational support systems and consider the full realm of data to be collected, including IoT sensor data or social media data.

Business intelligence is gained from the analysis of the critical business data – analysis which helps owners and managers make better and more informed decisions which are based on an understanding of the business and market.   Business intelligence was a term popularized in the 1990s, but the key was the analytical component (business analytics), which gained focus in the late 2000s. Today it is big data and big data analytics, where organizations are working with massive data sets not previously even imagined.

“…one of the most significant challenges facing enterprise IT teams today is how to efficiently support and enable the “science” of big data, while providing the confidence and maturity of more traditional (and often better understood) infrastructure services.”

http://www.datacenterknowledge.com/archives/2015/05/26/hadoop-big-data-storage-challenge-overcoming-science-project/

The volume and velocity of information collection is ever-increasing even in the smallest of businesses, creating a great need for tools which can structure and correlate data so that it might render some insight.  Simply storing and managing these huge and growing data sets has become a challenge, and there isn’t one right way.

Once the business has the data, then it must find a way to analyze the data, which generally involves also applying visualization tools. Many IT departments are feeling pressured in the development of new skills and capabilities around data collection and management, yet it is more frequently the business user who provides the analysis and applies visualization tools to the task.

“Data collected by the Aberdeen Group, found that employees in organizations that used visual data discovery were more likely to find the information they need, when they need it. These same companies were able to scale their use of scarce IT skills more effectively.”

http://www.tableau.com/learn/whitepapers/visualization-set-your-analytics-users-free#0vXrkWZbizxyutw

The use of business intelligence and advanced analytics continues to grow in every segment of the market – from small business to enterprise – and plays an increasingly important role in supporting business success.

Until this point, most businesses didn’t have the technology or the data to enable significant quality or business transformation, but the times are changing and deployments of data collection, analysis and visualization software and tools are expanding with it. This is a fundamental aspect of business digital transformation and fuels the next step, where intelligence is applied to conditions revealed in the data and activities are automatically performed guided by that intelligence.

jmbunnyfeetMake Sense?

J

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The CPA for Small Business: Proactive, Responsive, and Helps Paint a Beautiful Picture

chartI once read an article written by Doug Sleeter which describing the findings of a published report titled What SMBs Want from Their CPA.  The report was a summary of results from a study conducted by The Sleeter Group, and was intended to help accounting professionals understand the factors in the market which influence business use of professional accounting services.  While adoption and use of technology was not named as the top item on the list, capabilities which can be rendered only if such adoption occurs were.  In short, it’s not the technology that clients demand, but the level of service that professionals can only deliver by embracing advancements in technology and applying them to the client engagement.

The report and article placed a specific focus on trends relating to technology adoption and use in the professional practice, and establishes a foundation for firms to understand why technology is and always has been a key factor in the success of the CPA-client relationship.  It’s not that the accounting professional must become a skilled technologist and promote high technology to the client.  Rather, the success factor rests with the firm’s motivation to implement technologies and tools which will improve their ability to deliver more (and more valuable) service to the client in a more direct and timely manner.

The survey’s two critical questions posed to small business owners who use the services of a CPA were 1. What factors played a role in your decision to leave your former CPA?, and 2. What types of services would you like to receive from your CPA?   Both questions are pretty straightforward, and the top responses from surveyed SMBs were equally unambiguous.

To the first question (factors playing into a decision to leave former CPA), the top two answers indicated that reactive and/or unresponsive are the problems which ultimately cause a small business owner to change accounting professionals.  The top response was “Former CPA didn’t give proactive advice, only reactive”.  The close second response was “Former CPA had poor responsiveness”.

Unfortunately, these responses more than accurately describe many professional firms and their approach to client service.  These firms are perfectly content with waiting for clients to deliver after-the-fact information, delivering reports long after their relevance has past, and providing no sense of urgency in helping clients address business issues facing them here and now.  These firms are content to work with their write-up and trial balance solutions, depreciation and amortization and tax products – and give little consideration to how they could adjust their operation to a better, more relevant and rapid delivery of service and insight to the client.

The second question, “What services do SMBs want from their CPAs?”, was met with the same responses professionals have been hearing for years; small business owners need help with business planning and business strategy and they wish the help would come from their CPA.   It is surprising how many accounting professionals list business planning and strategy among the services they promote on their websites, and then just sit back and wait for clients to ask.  Communication with clients remains relegated to annual reminders for tax information, or maybe slightly more frequent notes about other tax or compliance work to be done.  It may be a bit unfair to place all the blame on the professional.  Regulatory and reporting impacts on business are increasing and are increasingly complicated.  Many professionals find it challenging enough simply to keep up with changes relating to the services they currently and regularly provide.

This is where practitioners should seriously take notice, and accept that the ability to meet changing market and customer demands is by intelligently leveraging technology to accomplish what people and process cannot do alone.

  • It takes information technology to speed up the bookkeeping, accounting and reporting processes; technology is required to help turn information into useful and relevant data;
  • technology facilitates the faster collection of information from and the delivery of information to clients;
  • technology is applied to reflecting numbers as pictures and helping users visualize the meaning of the data, and
  • technology enables the collection and analysis of “big data”, which leads to AI advancements and greater intelligence delivered through the applications businesses use.

The Sleeter Group report clearly demonstrated that small business owners continue to need and want more than just tax returns and post-facto reports from their accounting professionals, and that the lack of attention in these areas pose a direct threat to the small business/CPA relationship.  Professionals can remove the threat by working closer with their small business clients, applying technology and process controls to get better information in a more timely manner, and returning the result with greater insight.  Be proactive and be responsive, and apply the necessary technologies and business philosophy to get there before the client base looks for satisfaction elsewhere.

I’ve said before that small business owners don’t care about the numbers, they care about the picture the numbers paint, and they care about getting to a place where the picture is absolutely beautiful.  With the right tools in place, their CPA can help guide them there.

jmbunnyfeetMake Sense?

J

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Why Accounting in the Cloud?

Why Accounting in the Cloud?

Business owners and managers need to keep close control of their financial data.  They need to know where they stand at all times, and having information available to make business decisions is essential.  When the financial information is in the office but the owner isn’t, how can wise decisions be made without access to supporting data?  They can’t, and that’s a problem.  The solution is simple: work in the cloud.

A cloud computing model properly applied to accounting and bookkeeping systems helps businesses of any size keep their financial data and accounting applications in a safe a secure environment, yet accessible to those who need it.  By locating the business applications and data in a protected central location, access to programs and data sets can be provided to authorized users regardless of location or computing platform.  For a small business owner, this means that working from home or on vacation can be as productive as working in the office.  In larger businesses, cloud-based accounting means the accounting department, CFO and financial advisers might all access the same financial records and applications no matter where they work from.

Cloud computing and hosted application models applied to accounting and bookkeeping represent a viable option for managing, securing and providing access to critical financial information.  Businesses outsourcing their accounting or bookkeeping work find that cloud based approaches offer workflow and process efficiencies to help get the necessary information in the hands of those who need it, quickly and efficiently.

Keeping accounting and bookkeeping systems safe yet available, providing business decision makers with the flexibility of accessing their financial data from anywhere and at any time is a highly valuable service. Accounting and finance professionals can act as the trusted adviser to their clients, providing important business insight and information, with guidance in developing cloud computing and online accounting approaches being among the benefits the firm offers.   Working closer with clients allows professionals to produce better, more accurate and insightful results.   Cloud computing models remove distance barriers and allow professionals and their clients to work more collaboratively with applications and data than ever before.

Many firms are just recently discovering the relationship between technology adoption and business competitiveness.  Those that embrace new computing paradigms gain the ability to meet client requirements in innovative, efficient and timely ways while those that do not adopt these new models continue to struggle, unable to communicate value and differentiation in their service offerings.

There are some recognized truths in business, and one is that is isn’t what you know but who you know.  Another truth, an understanding that is just now being fully recognized, is that it’s not what you do, but how you do it that matters.  Accounting and bookkeeping for business is absolutely an area where cloud computing and the wise application of technology and service can improve cost efficiency, accuracy and turnaround times, allowing the firm to provide a higher level of service to clients.  Accounting in the cloud is a technology-enabled approach which propels the firm into an entirely new range of capabilities and potential service offerings, reaching higher levels of performance and profitability.

Joanie Mann Bunny FeetMake Sense?

J

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Efficiency and Value with Cloud Accounting

For some accounting professionals, the problem is finding a way to provide services that are valuable to the client, and doing it in a way that makes it profitable for the provider.  Outsourced and online accounting models are the answer, employing innovative tools in the practice and with clients: tools and resources necessary to get more informed and run the business better.

accountingCloud

With online accounting solutions the firm is able to increase profitability with the range of services offered, often adding clients and work without hiring more personnel.  Online solutions allow professionals and their clients to work from anywhere at any time, providing both with the freedom to focus on core business capabilities (and lifestyle).

Reducing the requirement for sophisticated on-premises technology may mean providing everyone with the ease of use and security of server-based computing models, which is among the benefits of a cloud IT approach.  Centralizing and managing applications, protecting valuable data resources, and streamlining business processes are among the benefits to be achieved with an outsourced, managed application hosting solution.  Businesses who outsource their IT management often realize an increased capacity to do business simply by leveraging the cloud to make the current working models more efficient and effective.

Leveraging mobility and real time access is also about increasing the overall range of opportunity to deliver value.  Contractors, employees and clients all find improvements in getting the information they need when it matters, and the firm finds a greater agility in meeting client demands and expanding service offerings.

Cloud computing and online accounting solutions have proven the viability of anytime, anywhere working models, and professional accounting practices of all sizes and orientations are realizing the benefits of working closer with their clients by applying them to the engagement.

Cloud accounting is really about improving the profitability of the accounting practice while delivering higher levels of service to the client.  The movement of information from one place to another; translating data from one form to another – these are the processes representing the cost and inefficiency in the practice, and are specific areas where a collaborative, online approach may introduce new service efficiency and value.

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Make Sense?

J

It is worth noting that “cloud accounting” and online accounting models do not necessarily require the use of a SaaS solution.  QuickBooks Online, Xero, Freshbooks – these are new small business offerings that exist purely on the web.  QuickBooks desktop editions can be “cloudy”, too, when they’re hosted by an authorized QuickBooks hosting provider.  The point is not necessarily to use web software, but to approach IT management and systems from an outsourced perspective, allowing for centralized management and administration and delivering secure remote and mobile access.  The systems should facilitate the working model, not force it.

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The Productivity Paradox: Accounting for Returns on IT Investments

The Productivity Paradox: Accounting for Returns on IT Investments

There has always been somewhat of a struggle between the IT department and “management”, much of the difficulty existing with the need to demonstrate clear returns on investments for IT purchases.  Unfortunately, expenditures in information technology are often the result of short-term views of long-standing problems, applying “solutions” that do not fully address the requirement or which do not deliver the productivity or performance gains expected, particularly in a dynamic and rapidly changing business environment. The assumption is that a wise investment in information technology will result with improved profitability and performance.  Demonstrating this on paper is not always easily accomplished.

There is a great deal of research on the subject of accounting for returns on IT investments.  Some of this research describes “The Productivity Paradox”, referring to early studies on the “relationship between information technology and productivity, and finding an absence of a positive relationship between spending on IT and productivity or profitability”. [1]  Previous to the emergence of cloud computing and widely available remote and mobile technologies (and now possibly even more with the prevalence of available options), businesses invest heavily in IT infrastructure and applications which deliver nominal benefit to the business when measured against the cost of acquisition and implementation.  Heavy IT investments are made with little or no measurable benefit to profitability, even if operational performance improvements are created.  In many cases, the difficulty in “proving” benefit from information technology investments rests with the lack of information relating to impacts in non-operational areas, such as with investors, auditors or analysts.

The early research has become a foundation for making the argument that accounting professionals should be more directly involved in determining the value and impacts of IT investments – due largely to the fact that accounting professionals are generally familiar with the variety of formulas and approaches which become relevant in measuring the effects of IT purchases.  Information technology spending will result in short-term impacts, but will impress on the business over the longer view as well. With a foundation in accounting principles, valuation and analysis, and accompanied by IT knowledge and experience, management accounting benefits from an improved ability to recognize the relevance and value in IT implementations even where no direct profit improvement is visible.

Can difference in firm performance be explained by differences in IT investments?
Can differences in firm performance be explained by differences in IT investments?

Emerging technology models are having huge impacts in business capability as well as risk, and this new paradigm requires that accounting professionals apply their skills to understanding more fully the influences from and results of IT spending in the enterprise.

Having a basis for studying valuation and recognizing the good and bad of focusing on various key measurements (return on assets vs equity vs sales vs investment…) is essential in developing a “formula” for predicting impacts of and potential returns from IT spending, and solving the puzzle that is the productivity paradox.

jmbunnyfeetMake Sense?

J

[1] Journal of Information Systems Vol. 16; “Returns on Investments in Information Technology: a Research Synthesis”

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Predicting Outcomes and Providing Guidance | Being Nostradamus| Proformative.com

I have a gripe with the accounting profession.  My gripe is with the fact that accounting information delivered to most business owners is old news.  Stuff happened, the professional properly recorded it and reported on it,  you paid your taxes, and that’s that.  Game over.

Once upon a time, accountants had to work with book ledgers, pen and pencil (mostly pen, putting that single line through incorrect entries), and stacks upon stacks of paper documents.  Just keeping up with the process of recording transaction information, adding it all up (and making sure the footing totals jibe), and then summarizing the information into usable form took all the time available, and the focus was on the accuracy of the work – not necessarily the timeliness of it.  With the advent of computers and computerized accounting systems, the process of creating and storing the data became easier, but the volume and nature of information increased and thus the complexity and time to process increased (the “everlasting gobstopper” problem.. it never really goes away).There isn’t any argument over the critical value and importance of that work.  Every business owner understands that not properly accounting for business activities can mean increases in tax burdens, penalties and interest, and more.  It’s good work… but what do you do with it?  My intent is not to try to diminish the value of today’s approach to accounting.  Rather, I’m trying to point out how the accounting profession could make a huge impact in today’s pathetic economy, help businesses get financially healthier, and help put the small/medium business market on a path to growth and success.  It involves seeing into the future.

These days, technologies exist which facilitate acquiring the information (even in paper form), converting that information into digital data, and then actually interpreting the data to arrive at a transaction.  Traditional software and cloud service providers alike are recognizing that mechanical data entry is passé, and do-it-yourself solutions for accounting and bookkeeping will rely upon “smart” engines which can read and properly understand what each scanned document means.

So – once the accurate data entry problem is solved… what’s the next logical step?  Analytics!  It’s only really possible now that online solutions have brought the business information to the accounting professional in real-time, and have allowed the accounting professional and the business owner to collaborate and share data faster than ever before.  If information is power, we have a lot of power in our hands… but do we really know it?  This is where BI (business intelligence) and analytics come in, and where the opportunity exists for the accounting profession to become a guiding force in rebuilding our economy.

What if an accountant could not only tell his client that the business lost money last year or last month, but that they’re going to lose money through this month and year if they don’t change their behavior?  And, what if the accountant could run a variety of scenarios which would help forecast the most positive business outcome based on certain choices which could be made, or certain activities which could be handled in different ways?  What if the accountant could help his client peer into the future, and get an inkling of what the business could look like if certain economic or business conditions continued… changed… ?

Maybe I’m a little overzealous when it comes to believing that the accounting profession could have recognized the economic trauma which was coming, or that they could have prepared their business clients for it.  But I don’t believe I’m very far off the mark in believing that not nearly enough “analysis” occurs in the typical public accounting engagement, and even when it does… is the suggested path the right one?  I would submit that BI is new enough to so many people that it may not be.  Learning what the numbers are telling you is one thing… staving off disaster is quite another.

I would encourage all BI and Data Analytics fanatics to check out an article on CFO.com on this subject:  That New Big Data Magic  http://www3.cfo.com/article/2011/8/analytics_that-new-big-data-magic

A few memorable takeaways from the article:

“you may be spot-on about a problem, but the solution doesn’t magically appear out of the data.”

“what you do with [data] is a people-based activity, a skill base you have to mature.  And it doesn’t come quickly.”

“CFOs have a gut sense that there’s money out there in all that data… The challenge is how to turn that data into new opportunities.” The good news.. is that new technologies are making it more economical to make sense of Big Data… The caveat is that those technologies will not provide those opportunities. That’s still up to the people who make business decisions.”

jmbunnyfeetMake Sense?

J

reblogged from Proformative.com  Being Nostradamus – Predicting Outcomes and Providing Guidance