Data Visualization

Blog of the Data Visualization & Communication Course at OSB-AUB

This is my favorite part about analytics: Taking boring flat data and bringing it to life through visualization” John Tukey

Zomato Halts Delivery Service in International Markets: How Can it Maintain its User Base?

Zomato Halts Delivery Service in International Markets: How Can it Maintain its User Base?

Presented by: Loma Komeiha, Hassan Hodroj, Amar Abbani, Ahmad Abdel Malak, Yasmina Moghnieh, Fatima Baydoun

Zomato is India’s largest food delivery, dining and restaurant discovery service platform. Zomato grants customers the ability to order food online, track orders, benefit from offers and discounts, book a table, and discover top cuisines, restaurants, and dishes in their area. Arguably Zomato’s most distinguishing feature, the app allows users to access restaurant details by looking up menus, ratings, reviews, contact details, and map directions. Customers who have visited restaurants found on the app are also able to send in pictures from their experience in order to help other customers make an informed decision. On the opposite end, restaurants listed on Zomato are provided with industry-specific marketing tools in order to attract and retain customers. The app also regularly runs promotional campaigns for restaurants listed exclusively on Zomato, providing increased visibility. (Zomato, n.d.)

While Zomato sounds like any foodie and restauranteur’s dream on paper, in practice, it is very different. Many of the aforementioned services are available only in India, Zomato’s main country of operation. Zomato segments its operations into three geographical ones: India, the United Arab Emirates (UAE), and the Rest of the World (ROW) (Australia, New Zealand, Philippines, Lebanon, Turkey, Poland, Qatar, Ireland…) (Business Insider India, 2021). As of November 2022, Zomato was operational in its full capacity only in India and the UAE (Financial Express, 2022) after it gradually began halting its full operations in the 22 ROW countries it operated in, with Lebanon being the last international market it exited in November 2021(Business Insider India, 2021), though it has been confirmed that the app will surrender its delivery services in the UAE to Kuwaiti delivery app Talabat at the end of November 2022. Zomato’s CEO explained this move by claiming that the business has the capacity to grow at a much faster pace than its currently at, diverting its attention to more local ventures and businesses (Financial Express, 2022). It is important to note that users in the ROW are still able to access restaurant details through the app, providing some form of business for Zomato in these countries. However, even in this regard, the app has some shortcomings: Very few restaurants are listed in most countries (even before Zomato’s halt of full operations), average prices and ratings of restaurants on the app are skewed, there is little variety in the cuisines offered, and table booking is not available everywhere.

The below visualizations provide a sense of the distribution of restaurants on Zomato as well as their characteristics in order to better understand the outlined problems:

Given its current stance on its international presence, Zomato can still make use of its distinguishing feature and maintain its position as a restaurant aggregator, albeit without food delivery services, through:

  • Increasing the number of and diversify the restaurants available in the countries it operates in, especially in major cities. Starting with smaller restaurants first might be a cautious step, especially in countries where Zomato might be facing competition from other apps in its category.
  • Diversifying the price ranges of restaurants in different countries found on the app to cover varying tastes and budgets.
  • Increasing the number of restaurants that offer table booking, not only in India and the UAE, but also in the ROW countries where Zomato once offered this feature (UK and Philippines, for example), especially as a surge in the number of people dining-in has been seen in our post-COVID world (Franzreb, 2022).
  • Creating partnerships with local delivery service apps in ROW countries that Zomato can link its users to if they would like to place an online delivery order after viewing restaurant information on Zomato – similar to how Zomato currently redirects users who wish to place an online order in the UAE to Talabat per their partnership agreement.

 

Explaining Decreasing Fertility Rates in Africa

Explaining Decreasing Fertility Rates in Africa

Fertility rates have dramatically decreased all around the world since the 1960s. The most rapid decrease was seen in developed countries, with developing ones following suit, albeit at a slower pace. Of these developing countries, the African Region has displayed a dramatic decline in its fertility rate. In keep with the UN Sustainable Development Goals, this decrease can be attributed to better access to healthcare and reproductive options in Africa across the board, the major pillars of SDG 3: Ensure healthy lives and promote well-being at all ages.

       

Comparing the two snapshots depicting fertility rates across the world between 1960 and 2020 indicates that globally, the number of births per woman has significantly gone down (noticeable by the change in color from dark blue in 1960 to lighter shades in 2020). Africa is obviously the darkest region compared to the rest of the world in both images, however, fertility rates in African countries have nearly halved between 1960 and 2020, with some countries, such as South Africa, achieving rates as low as those of developed countries.

Potential Reasons for this Decline: 

  • Better healthcare:
    • In line with SDG3.c, health expenditure per capita (current $US) has steadily increased across Africa between 2000 and 2020.
    • The number of births attended by skilled professionals has been on the rise, reaching nearly 70% in Eastern and Southern Africa
    • Average infant mortality rate has more than halved across the African continent
    • The number of children under 5 taken to a health provider has increased, albeit modestly
  • Informed decisions regarding reproductive health:
    • The percentage of women making informed decisions regarding sexual relations, contraceptive use, and reproductive healthcare has increased, going as high as 73% in countries like Madagascar
    • The percentage of women using contraceptives has more than doubled across the different African regions, with nearly 40% of women practicing safe sex in Eastern and Southern Africa in 2019, up from 16.5% in 1990.

Recommendations: 

Better access to healthcare enables a safer birthing process and post-natal care. Hence, governments should continue to spend on healthcare to further decrease infant mortality rates, improve maternal care, and increase access to reproductive health options. Increased spending on women’s education should also be promoted, as this will improve their knowledge around their health and bodies, as well as that of their children, and provide them with skills to improve their livelihoods and future.