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Financial

Importance of Data Mining

Generally, data mining (sometimes called data or knowledge discovery) is the process of analyzing data from different perspectives and summarizing it into useful information that can be used to increase revenue, cut costs, financial modeling and much more.

Mr. John (Giancarlo) Meazzo, President of GMA3000.COM, the guru of budgeting and financial management has made data mining a priority for clients in various industries.  Data mining is the principle of sorting through large amounts of data and picking out relevant information. It is usually used by business intelligence organizations, and financial analysts. Now, applications are used in more industries, including not for profits. There may be other names for such database information management such as Universal Relationship Management.

Data mining is now also used to capture all aspects of organizational transactions. Implementing such a database system, would require charting the flows of data (products, staffing, tasks, etc.); the capturing to the minutest detail of data (best) is planned. The data is entered using systems such as data entry screens or by exporting the data from programs such as Excel, financial and operational software (accounting sytems); data is warehoused and is now available for the preparation of various operational, managerial and executive reports.

Data mining software is one of a number of analytical tools for analyzing data. It allows users to analyze data from many different dimensions or angles, categorize it, and summarize the relationships so identified. Technically, data mining is the process of finding correlations and/or patterns among dozens of fields in large relational databases. It may also include capturing transactional data (what departments generate in goods and services) to merge into the accounting systems. This combined data will give a company a formidable powerhouse of managerial tools to evaluate performance and to plan future performance. GMA has the experience to plan and implement a data management system to perform data mining processes. Call us we can explain how you can benefit from “Data Mining”!!

Website databases are now an important component of organizational data that is merged and managed with other organization internal data. Data mining involves four major classes of task like Clustering, Classification, Regression, & Association rule. Planning the merging of web and internal based data is must in today’s demanding and competitive business environment. Database storage management technology is adequate for many application linked to data mining.

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Operational Indicator Reports (OIR) or Key Performance Indicators (KPI)

Operating Indicator Reports (OIR) also know as Key Performance Indicators (KPI) is to companies as EKGs, blood test and other medical tests are to humans.  Dashboard is another term used for OIR and KPI.  Mr. John (Giancarlo) Meazzo, President of GMA3000.COM, is the guru of budgeting and financial management. He developed various budgeting and KPI systems for companies with $1 million to $3 billion in revenues.    The premise for KPI reporting is to have each department of the entity report statistics, e.g. what they generate as output, labor productivity and others. Statistics would include personnel turnover ratios, departmental productivity ratios (productive hours/volume of output), financial ratios (these may be reported as part of the financial reports [i.e. income statements, balance sheet, etc.]).

KPI data or statistics are the heartbeat of any organization. Business activity volumes, productive hours and other statistics are captured and reported in the KPI. The statistics reported in the KPI can be used to understand the effects of changes in business sales strategies, management turnover, the way business is transacted, changes in policies, turnover in staff, productivity changes as a result of new policies, new management or supervisors, etc. The fluctuation in the statistics and correlation between them can help in pinpointing problem areas, e.g. productivity, turnover, and others. Example: If in a department, the total production output increases with the same amount of staff (productive hours); it may be due to changes in operation, new equipment, a new manager that is better in managing the human resources, etc. It could also denote that the staff had not previously been working at full capacity or productivity.   The question is what is the optimum staff productivity? What amount of output can staff produce?  When does the employer add new staff or reduce staff, at what level of activity?  Capturing historical statistical data is the key to answer some of these important management questions.  This information should be used to determine staff productivity levels and use this for budgeting purposes (determining staff needs based on projected sales volume).  Statistics can assist management in identifying changes in productivity, trends, business volumes of transactions, and they will facilitate pinpointing sources or effects of such changes.

Statistics should not be shown as static numbers, rather as rollover numbers showing monthly beginning balances, additions and decreases (by segments) and ending balances. Example – staffing reporting: for an entity with 300 employees, the report would show monthly, the beginning number of employees, the employees that left the company, reported by reasons of departure (voluntary and involuntary, etc.) and the number of hires and number of vacancies to be filled.  Example: a large percentage increase in involuntary departures in a particular department may be caused by the hiring of an inexperienced manager lacking supervisory skills.  You can compare your employee turnover ratios to the industry standards, departmentally or by period (month to month, year to year).   Governments around the world use statistics for understanding the changes in their economies.   Economists use them to make economic predictions.

The statistics in the KPI also become the basis and the first step in the preparation of operating budgets. Statistics drive the development of the revenue budget which in turn is used to prepare the expense budget.  This is typical but could differ upon industry e.g. grant based non profits. Financial models using this data are easy to develop and to change based upon various factors. With statistics, the correlation between primary units of service (UOS) to the secondary UOS can be calculated and makes the budgeting process a much easier task. Example:  hospital in patient days (primary UOS) will affect the ancillary (secondary) UOS such as radiology, lab and physical therapy.   If there is a correlation, once you budget the primary UOS, it would be an easy task to project secondary UOS.  GMA has over 120 combined years in development of KPIs, operating budgets and financial modeling. They implemented various KPI reporting systems. Mr. Meazzo personally developed and implemented fixed and flexible budgeting systems, break even models and provided ‘turn around’ consulting services to for profit and nonprofit companies.

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GM & ASSOCIATES SERVICES

Standard methods bring standard results.
Mr. John (Giancarlo) Meazzo, President of GMA, is the guru of budgeting and financial management and we at GMA are the unconventional professionals that set new standards.  To embrace changes you must accept and want and see the value of changes.   GMA gives you the depth, dimension and experience that you need to create, innovate and strategically evolve into a leading-edge profitable company. Planning and taking the right steps will give management and staff that assurance to act with confidence and inspire trust.
GMA can help your organization create, protect and enhance value. We provide services to give confidence to investors, lenders, management and corporate directors.  The confidence is attained from quality information, processes and controls they rely upon to make operating, business and investment decisions.
Continually transforming your business is a key to survival in a world that is quickly changing. Success comes when you transcend day-to-day challenges, create opportunities and sustain true value in this new challenging environment. Your equity holders demand management to actualize company goals and thereby bringing value to your organization.   As a leader in the new economy, GMA can assist you in accomplishing these tasks and be the pivoting point to set you in the correct direction. Let us show you how today.
Our consultants provide financial and business consulting services to various industries.  The Principals at GMA have over 120 combined years experience in financial and business management.
There is a wide spectrum of services that are or need to be performed either directly by a business entity or through business, financial and management consultants.  GMA has enumerated below certain business practices and functions of management and financial consultants.  Many of the services listed below are provided by GMA.   GMA is project oriented and is able to use its staff or immediately obtain the assistance of our associated professionals.  GMA’s fees are typically very competitive.  Many of our consultants are partners and we maintain less levels of management hierarchy than the typical consulting firm.

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