Sunday, July 30, 2017

Business Intelligence Analytics Project Forecast and Prediction

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Bright Arinaitwe_BIA 4.2 Project (Forecast & Prediction)

1.  Forecast Analysis 

In 2001, Uganda’s leading newspaper, New Vision was selling 34,000 copies daily while their competitor, Monitor was selling 21,000. Many reasons were invented to explain Monitor’s poor performance – notably among them was accusing New Vision’s CEO, William Pike, of playing dirty tricks. New Vision was denigrated as a ‘government run newspaper’, just spreading government propaganda yet it’s sales kept growing while Monitor’s sales kept shrinking. By end of 2003, Monitor was technically bankrupt.  Monitor’s passionate readers could not save them from collapse. Monitor management asked themselves why Ugandan readers were pushing them into bankruptcy while buying a government owned newspaper (New Vision) that did not advance the values of the common Ugandan.

New Vision’s CEO Pike, possibly understood that New Vision as a state-owned newspaper – could never beat Monitor on independence and boldness. He also figured that not all readers are as passionate about such emotive issues of liberty, freedom, accountability and human rights. He also possibly did what in modern business strategy is called `the strategic canvas’. He strengthened New Vision’s coverage of functional things like sports news, exchange rates, community news, jobs, gossip and features on health and environment.
In search for excellence and beyond content, Pike improved the copy’s layout and design to grow customer loyalty. New vision hired a newspaper from London, UK to execute this strategy. He also ensured that by 6:00 am, the New Vision was in every major town of Uganda from the remotest town in Uganda’s North to South and East to West.

In 2004, Monitor hired a new CEO with vast experience in marketing and sales. When the new CEO - Conrad came to Monitor, he upheld the newspaper’s independence and boldness. But he also fixed many of the issues in the other issues Monitor was struggling with. By July 2006, Monitor had overtaken New Vision as Uganda’s leading daily with over 32,000 daily sales compared to New Vision’s 25,000 daily sales.







2. Risk Avoidance
Monitor was weak in all these areas and had to address all these issues or fail and drop out of market altogether. For example, they would deliver their newspaper in nearby towns at 3:00 pm when readers already made newspaper purchases and gone home. The Monitor’s design and layout was poor and printing quality horrible. Monitor’s sense of self-righteousness could not compensate for these weaknesses. It is not that Monitor was wrong to stand for democracy, accountability and liberty. They did not realize that passion was necessary but not sufficient to achieve market leadership. Monitor’s missionary attitude created a problem in how they approached the market. It led them to misunderstand the diverse interests of readers. They held onto their most committed readers who passionately cared for the values Monitor stood but lost those readers who were less passionate.

3.  Total Quality Control (TQC)

Deming’s 14 Points are as follows:

1.     Create constancy of purpose for improving products and services.
Simply put, companies should think long-term. Today’s business course should be determined with tomorrow in mind.

2.     Adopt the new philosophy.
Contingent plan to adopt to rapidly changing technology should be put in place. Companies that fail to improve constantly and innovate will eventually find themselves out of business. Adopting means predicting customers' needs.

3.     Cease dependence on inspection to achieve quality.
This eliminates the need for inspection on a mass basis by building quality into the product in the first place. Relevant content that appeals to customers is critical for survival. Thinking long-term is important. Setting up the course today to be in business tomorrow should be paramount. Knowing what to do and doing best leads to constant improvement of quality.

4.     End the practice of awarding business on price alone; instead, minimize total cost by working with a single supplier.
Ending the practice of awarding business based on price tag is important. Instead, minimizing total cost and moving toward a single supplier for any one item on a long-term relationship of loyalty and trust should be considered. Price tag doesn't always tell the whole story.

5.     Improve constantly and forever every process for planning, production and service.
Improving company systems constantly leads to higher production and service output. Deming says, "Don't blame the individual, fix the system for them." Improving quality and productivity only comes by improving the system.



6.     Institute training on the job.
Management should not be busy for the employees. They should not view training as an expense or view employees as commodities but rather as assets. One person should be responsible for teaching everyone the same skill. If this is not done, mistakes are passed down the line because each time one employee teaches the next more is lost through communication breakdown.

7.     Adopt and institute leadership.
According to Deming, a leader should have a theory and vision of how to transform his company. He is practical and understands why the transformation would bring gains to his organization and to all the people that his organization deals with.

8.     Drive out fear.
To paraphrase President Franklin D Roosevelt’s words, the first thing to fear is fear itself. When employees are threatened with being fired if they do not produce a certain number of units, their goal will be to produce the numbers but not quality. This only leads to losses are more defects will be the company’s loss. Management must create a work environment where workers can take pride and joy in their work. Blaming individuals only works to demotivate them - fixing the system for them would help them become more productive.

9.     Break down barriers between staff areas.
Departments should work together at all production stages. Everyone must share knowledge in a cooperative and not competitive effort. For example, people in research, design, sales, and production must work as a team to achieve a coherent process in a print house. Teamwork helps employees to work for a common goal. It also helps achieve a smooth integration of all production stages to achieve a final quality product.

10.  Eliminate slogans, exhortations and targets for the workforce.
Slogans, unrealistic targets and asking for an achievable goal like zero defects only work to derail workers. When these unrealistic goals are demanded from workers, it works as a motivation to produce low quality work. Expectations should be outlined and people should be praised face-to-face. Once workers are looked at valuable part of the company and their contribution appreciated, they offer the best they can thus, high productivity.


11.  Eliminate numerical quotas for the workforce and numerical goals for management.
Deming argues that production target encourages high output and low quality. Support and resources should be provided so that production levels and quality are high and achievable.

12.  Remove barriers that rob people of pride of workmanship, and eliminate the annual rating or merit system.
When everyone’s contribution to the company appreciated without comparing them to their colleagues, their pride goes up over time, the quality system will naturally raise the level of everyone's work to an equally high level.


13.  Institute a vigorous program of education and self-improvement for everyone.
People’s current skills should be improved through retraining to meet future changes and challenges. This will make your workforce more adaptable to change, and better able to find and achieve improvements.

14.  Put everybody in the company to work accomplishing the transformation.
Everyone in the company should work toward its transformation. Transformation must start with top management, for they have the most leverage and influence. Once the decision has been made, middle management, supervisors and workers must come on board.



4.  Six Sigma is a method that provides organizations tools to improve the capability of their 
business processes. This increase in performance and decrease in process variation lead to defect reduction and improvement in profits, employee morale, and quality of products or services.


5.  Process Analysis 
This is step-by-step breakdown of the phases of a process, used to convey the inputs, outputs, and operations that take place during each phase.

The benefits of Business Process Analysis in a business include identifying process flaws in existing workflows and analyzing them for improvement; Suggesting ideas on reducing or eliminating the redundancies found in the processes and documenting process data and using it as reference for future decisions. This eventually, helps organizations make the most of their limited resources, cut costs, and offer better values to their products and customers.



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