Tag: Business Performance Portal

Key Areas To Aligning Performance To Corporate Strategy And Goals

It used to be that performance management was managed in one department. Today, performance management has spread throughout the entire organization, where almost every division must focus on performance management to some degree in order to be successful. Despite this wider range of performance management, enterprise-wide performance initiatives are not widely practiced. And without an enterprise approach, it is extremely difficult to align your performance to organizational goals and objectives.

According to software vendor SAS, a recent survey of 1100 businesses revealed that performance alignment was the PRIMARY benefit companies hoped to receive from their performance management efforts. Aligning performance to your organization’s goals and objectives is critical to your organization’s success. On the other side, lack of alignment increases inefficiencies and risks and prevents optimal execution of the organizational strategy.

Think of this scenario as a model for linking corporate strategy to business objectives:

The executive board collaborates high-level strategic planning and identifies goals for the CEO and organization. The CEO then meets with his/her senior executives who in turn develop objectives derived from the CEOs goals and integrates those goals into the strategic plan. In turn, those executives meet with their managers who develop objectives derived from the strategic plan, and so on. Then, each subordinate goal is tied to one or more goals of their manager. Ideally, the final result is that every tracked goal in the entire company can map back to a corporate objective developed by the board.

Chances of organizational success are greatly increased by translating each high-level objective into a cascading series of focused performance measures. Using our previous example, the CEO may focus on net cash flow while the CFO looks at debt-to-equity ratio. The controller may focus on liquidity ratio, while the accounts receivable manager looks at days sales outstanding, and the accounts receivable clerk worries about percent of collections over 30/60/90 days.

This article discusses aligning corporate strategy to four key areas: departments/ divisions, workforce, finance, and systems.

Departmental Performance Alignment

Departmental performance alignment can be difficult when business processes within an organization span across multiple business units and functional support groups. To avoid bottlenecks, finger-pointing, and redundancy of work, shared performance measures that align people across organizational boundaries must be identified and responsibilities accounted for. For instance, a performance measure that includes percent of collections over 30/60/90 days might be applied both to accounts receivables clerks and sales representatives, thus sharing and integrating performance measures, encouraging collaboration and boosting overall performance.

Workforce Performance Alignment

When workforce performance is aligned with corporate objectives individuals in an organization develop a stake in that organization’s performance. Employees at every level are measured by something they understand and control, and that same measure is clearly linked to the goals of their direct supervisor and the organization as a whole.

Financial Performance Alignment

In an economy where results need to be achieved fast and investor confidence is low, CFOs and finance organizations are implementing integrated performance management to improve information quality and visibility. One challenge organizations face aligning performance is finding financial measures that are meaningful to those responsible for carrying out the work. Using the previous example net cash flow is a critical performance measure for executives, but it probably means very little to the accounts receivable clerk who has no idea of how their contribution improves net cash flow performance. Stick with simple financial metrics that employees can understand and control.

System Performance Alignment

The IT/IS department’s role is to provide technical support for the entire organization. While we know that this alone is a complex task, today’s business model requires systems to not only support users, but to align technology to meet the business needs of the organization. Understanding business unit objectives and translating them quickly and accurately into IT priorities is essential today. So how does an organization measure how well their systems are aligned to organizational objectives? By implementing vehicles for aligning and measuring IT performance, such as service level agreements, performance-based contracts, and products and services catalogs to generate reports that illustrate how well they are measuring up to business objectives.

If you can move closer to aligning performance in these areas your organization will be well on it’s way to surpassing all of it’s goals and objectives. While the goal of a performance initiative is to align performance to organizational strategy, it is most important to maintain flexibility and adapt to organizational changes quickly.

About Victor Holman

Victor Holman is a business performance and growth strategy coach, consultant, international speaker, entrepreneur and creator of the Business Performance Portal. He has provided his expertise to over 50 government agencies worldwide and hundreds of corporations of all sizes. His goal is to help small businesses outperform their competition by applying business growth strategies and assessment tools that work for large, successful businesses.

He provides business consulting for small and large size organizations, business coaching, team performance workshops, and in-depth on-site business assessments for business owners trying to take their business to the next level. His highly acclaimed Insider’s Secrets Club delivers fast, simple, easy to implement strategies for growing your business fast!

You can access his FREE business assessment tools, business management kits, business training programs, videos, templates, and more at http://www.lifecycle-performance-pros.com

Twelve Basic Predictive Analytics Techniques

Predictive analytics is a solution used by many businesses today to gain more value out of large amounts of raw data by applying techniques that are used to predict future behaviors within an organization, it’s customer base, it’s products and services. Predictive analytics encompasses a variety of techniques from data mining, stastics and game theory that analyze current and historical facts to make predictions about future events.

Predictive models examine patterns found in historical and transactional data to identify opportunities and risks. Predictive models capture relationships among many factors to allow assessment of risk or potential associated with a particular set of conditions, guiding decision making for candidate transactions.

There are some basic and more complex predictive analytics techniques. Three basic techniques include:

Data Profiling and Transformations
Sequential Pattern Analysis
Time Series Tracking.

Data profiling and transformations are functions that analyze row and column attributes and dependencies, change data formats, merge fields, aggregate records, and join rows and columns.

Sequential pattern analysis discovers relationships between rows of data. Sequential pattern analysis is used to identify frequently observed sequential occurrence of items across ordered transactions over time. Such a frequently observed sequential occurrence of items (called a sequential pattern) must satisfy a user-specified minimum support. Understanding long-term customer purchase behavior is an example of the sequential pattern analysis. Other examples include customer shopping sequences, click-stream sessions, and telephone calling patterns.

Time series tracking tracks metrics that represent key behaviors or business strategies. It is an ordered sequence of values of a variable at equally spaced time intervals. Time series analysis accounts for the fact that data points taken over time may have an internal structure (such as autocorrelation, trend or seasonal variation) that should be accounted for. Examples include patterning customer sales that indicate product satisfaction and buying habits, budgetary analysis, stock market analysis, census analysis, and workforce projections.

More advanced predictive analytics techniques include:

Time Series Forecasting
Data Profiling and Transformations
Bayesian Analytics
Regression
Classification
Dependency or Association Analysis
Simulation
Optimization

Time series forecasting predicts the future value of a measure based on past values. Time series forecasting uses a model to forecast future events based on known past events. Examples include stock prices and sales revenue.

Data profiling and transformation uses functions that analyze row and column attributes and dependencies, change data formats, merge fields, aggregate records, and join rows and columns.

Bayesian analytics capture the concepts used in probability forecasting. It is a statistical procedure which estimate parameters of an underlying distribution based on the observed distribution. An example is used in a court setting by an individual juror to coherently accumulate the evidence for and against the guilt of the defendant, and to see whether, in totality, it meets their threshold for ‘beyond a reasonable doubt’.

Regression analysis is a statistical tool for the investigation of relationships between variables. Usually, the investigator seeks to ascertain the causal effect of one variable upon another-the effect of a price increase upon demand, for example, or the effect of changes in the money supply upon the inflation rate.

Classification used attributes in data to assign an object to a predefined class or predict the value of a numeric variable of interest. Examples include credit risk analysis, likelihood to purchase. Examples include acquisition, cross-sell, attrition, credit scoring and collections.

Clustering or segmentation separates data into homogeneous subgroups based on attributes. Clustering assigns a set of observations into subsets (clusters) so that observations in the same cluster are similar. An example is customer demographic segmentation.

Dependency or association analysis describes significant associations between data items. An example is market basket analysis. Market basket analysis is a modeling technique based upon the theory that if you buy a certain group of items, you are more (or less) likely to buy another group of items.

Simulation models a system structure to estimate the impact of management decisions or changes. Simulation model behavior will change in each simulation according to the set of initial parameters assumed for the environment. Examples include inventory reorder policies, currency hedging, military training.

Optimization models a system structure in terms of constraints to find the best possible solution. Optimization models form part of a larger system which people use to help them make decisions. The user is able to influence the solutions which the model produces and reviews them before making a final decision as to what to do. Examples include scheduling of shift workers, routing of train cargo, and pricing airline seats.

About Victor Holman

Victor Holman is a business performance and growth strategy coach, consultant, international speaker, entrepreneur and creator of the Business Performance Portal. He has provided his expertise to over 50 government agencies worldwide and hundreds of corporations of all sizes. His goal is to help small businesses outperform their competition by applying business growth strategies and assessment tools that work for large, successful businesses.

He provides business consulting for small and large size organizations, business coaching, team performance workshops, and in-depth on-site business assessments for business owners trying to take their business to the next level. His highly acclaimed Insider’s Secrets Club delivers fast, simple, easy to implement strategies for growing your business fast!

You can access his FREE business assessment tools, business management kits, business training programs, videos, templates, and more at http://www.lifecycle-performance-pros.com