Abstract:
Logistics and distribution services have been around since the early 1950's. During this time it was only
thought of as military services, but since then it has developed into a system that can give any company
a competitive edge, if the network is designed e ciently.
Due to the increasing competition in the logistics and distribution industry, it has become increasingly
important for companies to gain a competitive advantage over their competitors. This entails exploring
untapped markets, such as the BOP (bottom of the pyramid) market segment.
The aim of this project is to determine whether there is a market opportunity in South Africa to service
this segment. The market evaluation can be broadly classi ed into the market size, structure, and
preferences of the consumers constituting this market segment. The problem investigation phase of this
project evaluated the market opportunity, which concluded that the BOP market consists of four billion
people, which constitutes 72% of the global population. In South Africa the BOP market consists of
approximately 30 million people, which is 47% of the population. This validates that there is a great
market opportunity for food producers and distributors to enter the market.
Servicing and distributing to the BOP market comes with added complexity, thus traditional supply
chain thinking will not su ce. The complexity in this market are due to a few contributing factors, such
as the cash poor consumers constituting the BOP market, the lack of infrastructure, longer time frames
and limited product awareness. Numerous companies have tried to improve their pro ts and overcome
the challenges in distributing to the BOP market by bridging the infrastructure gap through selecting
the appropriate technologies and controlling costs through di erential or layered distribution networks.
The BOP market has a relatively high success rate in terms of market penetration (5% to 10%) but
operation in this market proves to be di cult. A literature review based on companies who have success-
fully entered the BOP market segment proved that it is possible to operate successfully in this market
segment. The key success factors of these distribution companies were noted and the distribution models
implemented were further researched. The literature case studies presented in this report validate that
traditional distribution channels will not be su cient to service the BOP market in African countries. Al-
ternative distribution channels need to be developed which are innovative and based on inclusive business
models.
An evaluation framework was developed based on key criteria in order to evaluate the several distribution
models. The distribution models were further evaluated based on technical and nancial aspects. Based
on the results of the evaluation framework, technical and nancial evaluation, the applicable distribution
method was modelled in order to make an e ective recommendation.
The dataset was reduced in order to create a proof of concept for the model, as the probability that this
can be replicated on a larger set of data is very likely. The ideal location for the hub was determined
by using the centre of gravity method with the respective inputs as discussed in the literature review.
The dataset was further reduced to form clusters in order to conduct spoke location analysis. The ideal
spoke locations were determined by using the centre of gravity method, as for the hub location, thus
creating prede ned locations for the spokes to be situated at. The optimal number of spoke locations was
determined by creating an optimization model, through the use of the Operations Research approach,
to minimize the number of spoke locations, which was formulated using Lingo. Through the use of
the optimization model, an entire distribution network was developed based on the test case data. The
developed model was validated by conducting a sensitivity analysis, which proved that the model behaves
as expected.