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Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation Case Study Help

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Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation Case Study Analysis

Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation is presently one of the most significant food cycle worldwide. It was established by Kelloggs in 1866, a German Pharmacist who first launched "FarineLactee"; a mix of flour and milk to feed infants and decrease death rate. At the very same time, the Page brothers from Switzerland likewise found The Anglo-Swiss Condensed Milk Business. The two ended up being competitors initially but later combined in 1905, resulting in the birth of Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation.
Business is now a multinational company. Unlike other international companies, it has senior executives from different countries and tries to make decisions thinking about the entire world. Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation currently has more than 500 factories worldwide and a network spread throughout 86 countries.

Purpose

The function of Business Corporation is to improve the quality of life of individuals by playing its part and supplying healthy food. While making sure that the business is prospering in the long run, that's how it plays its part for a much better and healthy future

Vision

Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation's vision is to supply its customers with food that is healthy, high in quality and safe to consume. Business visualizes to establish a trained workforce which would help the business to grow
.

Mission

Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation's objective is that as presently, it is the leading company in the food market, it thinks in 'Great Food, Great Life". Its objective is to provide its consumers with a variety of options that are healthy and best in taste as well. It is focused on offering the best food to its customers throughout the day and night.

Products.

Business has a wide range of items that it offers to its clients. Its products consist of food for babies, cereals, dairy items, snacks, chocolates, food for family pet and bottled water. It has around four hundred and fifty (450) factories around the globe and around 328,000 employees. In 2011, Business was noted as the most gainful company.

Goals and Objectives

• Keeping in mind the vision and objective of the corporation, the business has put down its goals and goals. These objectives and objectives are listed below.
• One goal of the business is to reach zero landfill status. (Business, aboutus, 2017).
• Another objective of Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation is to waste minimum food throughout production. Usually, the food produced is lost even before it reaches the consumers.
• Another thing that Business is working on is to improve its product packaging in such a method that it would help it to lower those issues and would likewise guarantee the delivery of high quality of its products to its consumers.
• Meet global standards of the environment.
• Build a relationship based upon trust with its consumers, service partners, employees, and government.

Critical Issues

Recently, Business Business is focusing more towards the method of NHW and investing more of its profits on the R&D technology. The nation is investing more on acquisitions and mergers to support its NHW strategy. The target of the company is not attained as the sales were expected to grow greater at the rate of 10% per year and the operating margins to increase by 20%, offered in Display H.

Situational Analysis.

Analysis of Current Strategy, Vision and Goals

The present Business technique is based upon the concept of Nutritious, Health and Health (NHW). This method deals with the idea to bringing change in the client choices about food and making the food things much healthier concerning about the health problems.
The vision of this strategy is based upon the secret method i.e. 60/40+ which simply indicates that the products will have a rating of 60% on the basis of taste and 40% is based on its nutritional value. The products will be manufactured with additional nutritional worth in contrast to all other products in market getting it a plus on its dietary material.
This method was embraced to bring more delicious plus healthy foods and drinks in market than ever. In competition with other business, with an intent of maintaining its trust over customers as Business Business has gained more trusted by clients.

Quantitative Analysis.

R&D Costs as a percentage of sales are declining with increasing actual quantity of spending shows that the sales are increasing at a greater rate than its R&D costs, and enable the business to more invest in R&D.
Net Profit Margin is increasing while R&D as a percentage of sales is decreasing. This sign also shows a green light to the R&D spending, mergers and acquisitions.
Debt ratio of the business is increasing due to its costs on mergers, acquisitions and R&D advancement instead of payment of financial obligations. This increasing debt ratio present a threat of default of Business to its financiers and might lead a decreasing share prices. In terms of increasing financial obligation ratio, the firm should not invest much on R&D and must pay its existing financial obligations to reduce the danger for financiers.
The increasing threat of investors with increasing financial obligation ratio and declining share costs can be observed by huge decline of EPS of Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation stocks.
The sales growth of business is likewise low as compare to its mergers and acquisitions due to slow understanding building of consumers. This slow development likewise hinder business to more spend on its mergers and acquisitions.( Business, Business Financial Reports, 2006-2010).
Note: All the above analysis is done on the basis of computations and Graphs given up the Exhibitions D and E.

TWOS Analysis


TWOS analysis can be utilized to obtain various methods based upon the SWOT Analysis given above. A quick summary of TWOS Analysis is given up Exhibition H.

Strategies to exploit Opportunities using Strengths

Business should present more innovative items by large amount of R&D Costs and mergers and acquisitions. It could increase the market share of Business and increase the profit margins for the business. It might likewise supply Business a long term competitive benefit over its rivals.
The international expansion of Business ought to be focused on market capturing of establishing countries by expansion, bring in more customers through customer's commitment. As establishing nations are more populated than industrialized countries, it could increase the consumer circle of Business.

Strategies to Overcome Weaknesses to Exploit Opportunities

Swot AnalysisModeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation must do cautious acquisition and merger of organizations, as it might affect the client's and society's perceptions about Business. It ought to get and combine with those companies which have a market reputation of healthy and nutritious business. It would enhance the perceptions of consumers about Business.
Business ought to not only spend its R&D on innovation, instead of it must likewise concentrate on the R&D spending over assessment of cost of different healthy products. This would increase cost performance of its products, which will result in increasing its sales, due to decreasing rates, and margins.

Strategies to use strengths to overcome threats

Business should move to not just developing but likewise to developed nations. It ought to broadens its geographical growth. This broad geographical growth towards developing and established nations would decrease the danger of potential losses in times of instability in different countries. It ought to expand its circle to various countries like Unilever which runs in about 170 plus nations.

Strategies to overcome weaknesses to avoid threats

Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation ought to wisely control its acquisitions to avoid the risk of mistaken belief from the consumers about Business. It must acquire and combine with those nations having a goodwill of being a healthy company in the market. This would not just improve the understanding of customers about Business however would also increase the sales, profit margins and market share of Business. It would also allow the business to utilize its possible resources effectively on its other operations instead of acquisitions of those organizations slowing the NHW method development.

Segmentation Analysis

Demographic Segmentation

The demographic division of Business is based on four factors; age, gender, earnings and occupation. For instance, Business produces several items connected to infants i.e. Cerelac, Nido, etc. and related to adults i.e. confectionary items. Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation products are quite budget friendly by practically all levels, but its significant targeted clients, in regards to income level are middle and upper middle level clients.

Geographical Segmentation

Geographical segmentation of Business is made up of its presence in practically 86 nations. Its geographical division is based upon 2 primary aspects i.e. average earnings level of the consumer along with the climate of the region. Singapore Business Business's division is done on the basis of the weather of the area i.e. hot, warm or cold.

Psychographic Segmentation

Psychographic division of Business is based upon the character and life style of the consumer. For instance, Business 3 in 1 Coffee target those consumers whose life style is quite hectic and do not have much time.

Behavioral Segmentation

Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation behavioral division is based upon the attitude understanding and awareness of the customer. For instance its extremely healthy items target those customers who have a health conscious mindset towards their consumptions.

Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation Alternatives

In order to sustain the brand in the market and keep the client undamaged with the brand, there are 2 options:
Option: 1
The Company should invest more on acquisitions than on the R&D.
Pros:
1. Acquisitions would increase overall possessions of the business, increasing the wealth of the business. However, costs on R&D would be sunk expense.
2. The company can resell the acquired units in the market, if it stops working to execute its technique. Quantity spend on the R&D might not be revived, and it will be thought about completely sunk expense, if it do not offer possible outcomes.
3. Spending on R&D provide sluggish development in sales, as it takes long period of time to present a product. Nevertheless, acquisitions provide quick results, as it provide the business already developed item, which can be marketed soon after the acquisition.
Cons:
1. Acquisition of company's which do not fit with the business's values like Kraftz foods can lead the business to deal with misunderstanding of customers about Business core values of healthy and healthy products.
2 Large spending on acquisitions than R&D would send out a signal of business's ineffectiveness of establishing ingenious products, and would lead to customer's discontentment also.
3. Large acquisitions than R&D would extend the line of product of the company by the items which are currently present in the market, making business not able to present brand-new ingenious products.
Alternative: 2.
The Business should spend more on its R&D rather than acquisitions.
Pros:
1. It would allow the company to produce more ingenious items.
2. It would offer the company a strong competitive position in the market.
3. It would allow the company to increase its targeted clients by introducing those items which can be offered to a completely brand-new market segment.
4. Innovative items will supply long term advantages and high market share in long term.
Cons:
1. It would reduce the profit margins of the business.
2. In case of failure, the entire costs on R&D would be thought about as sunk expense, and would affect the business at large. The danger is not when it comes to acquisitions.
3. It would not increase the wealth of business, which could offer a negative signal to the investors, and could result I declining stock costs.
Alternative 3:
Continue its acquisitions and mergers with significant costs on in R&D Program.
Vrio AnalysisPros:
1. It would permit the business to introduce new ingenious items with less danger of transforming the costs on R&D into sunk cost.
2. It would supply a positive signal to the investors, as the overall possessions of the business would increase with its considerable R&D spending.
3. It would not impact the revenue margins of the business at a large rate as compare to alternative 2.
4. It would supply the company a strong long term market position in terms of the business's overall wealth as well as in terms of innovative items.
Cons:
1. Risk of conversion of R&D spending into sunk expense, higher than option 1 lesser than alternative 2.
2. Danger of misunderstanding about the acquisitions, higher than alternative 2 and lesser than alternative 1.
3. Intro of less variety of ingenious products than alternative 2 and high variety of innovative products than alternative 1.

Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation Conclusion

RecommendationsIt has institutionalised its strategies and culture to align itself with the market modifications and customer habits, which has actually ultimately allowed it to sustain its market share. Business has actually established substantial market share and brand name identity in the urban markets, it is recommended that the company needs to focus on the rural areas in terms of developing brand name commitment, awareness, and equity, such can be done by developing a specific brand name allowance technique through trade marketing techniques, that draw clear distinction in between Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation products and other competitor items.

Modeling Discrete Choice Categorical Dependent Variables Logistic Regression And Maximum Likelihood Estimation Exhibits

PESTEL Analysis
P
Political
E
Economic
S
Social
T
Technology
L
Legal
E
Environment
Governmental assistance

Transforming standards of global food.
Improved market share. Transforming understanding towards healthier items Improvements in R&D and QA departments.

Intro of E-marketing.
No such impact as it is favourable. Concerns over recycling.

Use of sources.

Competitor Analysis
Business Unilever PLC Kraft Foods Incorporation DANONE
Sales Growth Highest given that 9000 Highest after Service with much less growth than Business 1st Cheapest
R&D Spending Greatest considering that 2003 Highest after Business 6th Least expensive
Net Profit Margin Highest possible since 2004 with quick development from 2003 to 2011 As a result of sale of Alcon in 2016. Almost equal to Kraft Foods Incorporation Nearly equal to Unilever N/A
Competitive Advantage Food with Nourishment as well as health and wellness element Highest possible variety of brands with lasting practices Biggest confectionary as well as processed foods brand in the world Largest milk items and bottled water brand worldwide
Segmentation Center and also upper middle degree customers worldwide Specific customers in addition to household team Every age and Earnings Consumer Teams Center and also top middle level consumers worldwide
Number of Brands 3rd 8th 5th 3rd

Quantitative Analysis​
Analysis of Financial Statements (In Millions of CHF)
2006 2007 2008 2009 2010
Sales Revenue 75321 199771 867176 346529 873153
Net Profit Margin 7.34% 4.56% 54.42% 7.37% 13.81%
EPS (Earning Per Share) 89.71 4.75 8.89 4.84 11.14
Total Asset 285956 792683 219441 876795 74735
Total Debt 77992 34255 81735 65759 81548
Debt Ratio 93% 87% 88% 72% 16%
R&D Spending 4126 7119 2484 4772 3295
R&D Spending as % of Sales 1.16% 5.82% 8.75% 7.39% 3.38%

Executive Summary Swot Analysis Vrio Analysis Pestel Analysis
Porters Analysis Recommendations