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CNN)Ever hopped in a taxi and sat in traffic for hours whilst pedestrians and cyclists sailed past your window? If so, you may wondered whether you’re part of the problem and not the solution. As public transport networks continue to improve in many African cities, taxis remain a common mode of getting around

South Africa’s Three Wheeler is in the lane

In recent years, both the volume and number of data sources have increased at unprecedented rates: In fact, a staggering 90 percent of the data that currently exists today was created in the last two years, according to technology and innovation giant IBM.

Solving the data conundrum: How to leverage tech and ‘big data’ for impact

<a href="http://edition.cnn.com/2014/11/28/business/mellowcabs-taxi-south-african-transportation/" target="_blank">South Africa’s Three Wheeler is in the lane </a>&nbsp;(CNN)Ever hopped in a taxi and sat in traffic for hours whilst pedestrians and cyclists sailed past your window? If so, you may wondered whether you’re part of the problem and not the solution. As public transport networks continue to improve in many African cities, taxis remain a common mode of getting around.But for Neil du Preez, there must be a better way. The South African entrepreneur has developed Mellowcabs — electric three-wheeled vehicles designed for eco-friendly and efficient transportation in urban areas.CNN’s <a href="http://edition.cnn.com/SPECIALS/AFRICA/african-start-up/" target="_blank">African Start-Up</a> caught up with du Preez to talk travel, business and starting up in South Africa. An edited version of the interview follows.<h3>CNN: What got you thinking about changing the taxi concept?</h3>Neil du Preez: The departure point was when I learned 80% of all urban trips are less than four kilometers. Globally, taxi rides are fairly short and it’s really inefficient to use a traditional taxi for these journeys. Efficiencies that can come with a small vehicle are enormous and passenger savings would be enormous.<h3>CNN: What stage of development is Mellowcabs at?</h3>NdP: We built eight prototype cars and did a lot of testing — we tested brakes, lights, everything. After the test, we basically wanted to re-design the entire vehicle and took the prototypes off the road. We are now at the stage of building chassis and want to be on South African roads in the first quarter of 2015.<h3>CNN: You say these vehicles are designed for urban areas. Where are you targeting in South Africa and beyond?</h3>NdP: We already have demand from advertisers for 60 vehicles in the Western Cape [The South African province where Cape Town is located]. After that, we will focus on Gauteng province — South Africa’s province where Johannesburg and Pretoria are located.Beyond that a big mobile phone company in Nigeria is interested too and we are considering an initial focus on Lagos. But this could go beyond Africa too. We have had talks about a project in Washington DC and other cities in USA.<h3>CNN: How safe will traveling in these vehicles be?</h3>NdP: We have developed ultra-rigid roll cage, safety belts and proximity sensors for the vehicles and some will be fitted with doors. I also recognize there are some security issues in South Africa. In very slow moving traffic, there is a risk of bag-snatching. Passengers will be able to use lockable baggage areas underneath the seat to keep property safe. And we are also looking at some vehicles to be fitted with a CCTV camera.<h3>CNN: How much will it cost for a normal journey?</h3>South Africa was a very isolated market now things are happening, a lot of good opportunities and focus on start-ups. Neil du Preez, Mellowcab founderNdP: The goal is to make each ride 15-20 rand (less than $2) per ride, irrespective of distance traveled. We want a Mellowcab ride to be way, way cheaper than traditional taxis. Normal taxis in South Africa are 8Rand per kilometer in a flagged ride, plus 15 rand for “flag fall.” I recently took a 15 kilometer taxi ride north of Cape Town, and it cost 370 rand ($33). We want Mellowcab to be much cheaper for the passenger and for the operator too. Passengers will be able to pay cash or through an app.<a href="http://edition.cnn.com/2014/11/28/business/mellowcabs-taxi-south-african-transportation/" target="_blank">Alex Court, CNN January 3, 2015</a>&nbsp;

<div><img src="https://res.cloudinary.com/threepsmars/image/upload/v1661892163/pwob9fqkjr0cwizu9f0j.png" alt=""> </div>In recent years, both the volume and number of data sources have increased at unprecedented rates: In fact, a staggering 90 percent of the data that currently exists today was created in the last two years, according to technology and innovation giant IBM.From combing phone subscription records to estimate population density and poverty levels, to analyzing tweets to predict a pending food crisis, emerging technology and the availability of “big data” sources offers global development and humanitarian aid organizations new ways to optimize both their effectiveness and reach.How to best harness and utilize technology and data to achieve development goals, however, is not always clear. So how can aid actors leverage technology and data sources to maximize their impact?Start by asking the right questionsInternational organizations today have many different tools to choose from when it comes to both data collection and analysis, ranging from smartphone applications, to data visualization software, to customizable algorithms. With so many ways to collect and store data, a plethora of readily available data sources, and new data-oriented technological gadgets emerging daily, it can become easy to drown in too much information. That’s why the first step to harnessing the power of data is learning how to ask right questions, and having clearly defined goals.“When we start to work with organizations, the first thing is to assess what it is that they actually need to know in order to function properly on a Monday morning,” said Dr. Ernest Darkoh, co-founder and director of BroadReach Healthcare, a data-driven analytics company that specializes in designing and optimizing health care systems in more than 20 African countries.According to Darkoh, refining these questions is critical, as they become the key drivers of the data collection and analysis process.For example, for a district health manager overseeing 400 clinics in rural Africa, the initial question might be, “How am I performing?” which would be refined to, “In which areas of health am I failing the most, as of one month ago, and which specific clinics are contributing the most to my nonperformance?” The answer to the second question, if available instantly at the manager’s fingertips, is a much more helpful point of departure from which to make decisions.Create easy-to-use data platforms to solve key questionsOnce the questions are clear, BroadReach works with leaders and managers across governments, donors, private sector and nongovernmental organizations to create an easy-to-use “insight dashboard,” which provides the key optics and answers to make better, more informed and timely decisions. BroadReach then provides electronic best practice toolkits to guide field staff, so that their implementation of any resultant programs and solutions is of consistent high quality.“One of the big problems many organizations struggle with is incomplete and fragmented data sets and knowledge,” explained Darkoh. “Our job is to pull all that relevant information together, analyze it into useful ‘at your fingertips’ insights, and make it as easy to use as possible for real-life operators in the trenches, who may not have a background in technology and statistics.”Darkoh believes that people don’t actually need more data, but more answers — and they need them quickly. BroadReach provides this by integrating diverse data sets such as finance, human resources, supply chain, and epidemiology with clinical information from hospitals and health care providers, patients and communities into easy-to-use formats on their touch pads, smartphones and computers. This enables leaders and managers to instantly compare key metrics across multiple facilities and districts, and identify which interventions and clinics are the most and least successful and why.Take, for example the district health manager, responsible for the 100 different clinics, who wants to know which clinics are underperforming, in what areas they are underperforming and why they are underperforming.“If immunization is a concern, first we might need data from the local census that shows where diseases are breaking out, and if there’s a clinic in that area,” said Darkoh. “Then we need to know who is working there? What is their training? What resources do they have available? With the BroadReach platform, all of that information becomes instantly available.”And if the manager then needs to run an immunization campaign, Darkoh explained, they have immediate access to best practice electronic workflow toolkits that provide their team with step-by-step guidance for conducting a successful campaign.Adopt context-appropriate, low-grade technology for data collectionFor development and humanitarian professionals whose primary work is in areas that often lack regular access to electricity, internet, or even cellphone coverage, relying on “high tech” data collection methods are often impractical.That’s why when the United States Agency for International Development and the Philippines’ Department of Environment and National Resources partnered to develop the Biodiversity and Watersheds Improved for Stronger Economy and Ecosystem Resilience program, known as B+WISER, to address threats to the country’s natural forests and biodiversity, they deliberately kept things simple.For nearly 20 years, the DENR had been monitoring forest threats and degradation by sending forest rangers armed with notebooks and cameras into the forest to collect data manually. Once there, they would interview people in the community, take photo documentation, and record their observations by hand.Although the data they collected was potentially useful, most of it never got digitized, leading to a paperwork bottleneck of years’ worth of data.Their solution was to develop the LAWIN Forest and Biodiversity Protection System that includes electronic data collection and analysis system. First, they significantly narrowed the number of parameters collected by forest rangers to four key indicators of forest biodiversity and health.“Before, people were collecting a large volume of data that wasn’t necessarily used,” explained Dr. Felix Gaschick, a biodiversity and forest specialist with Chemonics International, who also works for B+WISER and helped to design the LAWIN system. “One of the first steps was to lower the amount of data collected to parameters that really inform people about the condition of the forest.”Next, they created patrol plans to ensure systematic monitoring of the forest, and replaced notebooks with tablets and smartphones installed with a preexisting application called CyberTracker, which allowed rangers to geo-tag photos and observations of forest conditions and threats.They then adopted open-source software called the Spatial Monitoring and Reporting Tool, compatible with CyberTracker, to analyze the data.“We knew that we needed a solution that was open-sourced, so it would be freely accessible to the people in the Philippines, and cost-effective to maintain,” said Gaschick, explaining that information collected on the tablet would then be automatically deposited in the SMART system, making it available for analysis almost instantly. Among other results, it allows DENR personnel timely access to information that enables them to respond to observed threats and see trends in forest health.Although the LAWIN system is still relatively new, some of the forest areas, where it is implemented, are already showing signs of improvement. By the end of 2017, the B+WISER Program is expected to improve the conditions of 500,000 hectares of forest and help reduce greenhouse gas emissions by 5.2 million metric tons.Tap ‘big data’ sources to achieve development goals“Big data” is a term that’s been bandied about a great deal in recent years, however few people truly understand what it means.“Big data isn’t really big data,” said Emmanuel Letouzé, director of Data-Pop Alliance, a global coalition on big data and development created by Harvard Humanitarian Initiative, MIT Media Lab, and the Overseas Development Institute. “People think that big data means data sets too big to feed into a computer. It’s not. Big data can be better described as an ecosystem, defined by three C’s — crumbs, capacity and community.”According to Letouzé, the “big data” ecosystem is one in which tech-minded individuals, institutions and organizations use various tools, including software, algorithms and statistical analysis, to leverage the digital “crumbs” left behind by the data usage patterns of people all over the world (for example, by mining tweets, cellphone usage patterns, and so on).There are four key ways that big data can be used for development, disaster relief, and humanitarian response: The first is descriptive — for example, using data from satellite imagery to identify flooded areas, or identifying areas in need from crisis maps. Next is predictive — such as using cellphone activity before, during and after a disaster to infer real-time population distribution. Finally big data can be “discursive,” and used to create dialogue.Making big data available to development and humanitarian organizations in a way that is useful, however, requires partnerships with the private companies that control the data — such as cellphone companies and tech giants Facebook and Google. Also, concerns about who has access to big data, how it is being used, and how user privacy will be protected, need to be discussed in a much more open way.“In order to bring this to scale and make it sustainable, we need to build long-term relationships that are much more transparent, and where people can weigh in on how data will be used,” said Letouzé.Read more: Devex Solving the data conundrum: How to leverage tech and ‘big data’ for impactPhoto credit: Participants of the Hackathon challenge, aimed at utilizing technology to find creative solutions to humanitarian issues at the World Humanitarian Summit in Istanbul, Turkey. Photo by: World Humanitarian Summit / CC BY-ND<a href="https://www.devex.com/organizations/usaid-45096" target="_blank">https://www.devex.com/organizations/usaid-45096</a>&nbsp;&nbsp;