EVALUATION & NETWORK ANALYSIS OF THE CAPE TOWN-STELLENBOSCH TECH SECTOR - AUGUST 2018

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EVALUATION & NETWORK ANALYSIS OF THE CAPE TOWN-STELLENBOSCH TECH SECTOR - AUGUST 2018
AUGUST 2018

EVALUATION
& NETWORK
ANALYSIS OF THE
CAPE TOWN-
STELLENBOSCH
TECH SECTOR
EVALUATION & NETWORK ANALYSIS OF THE CAPE TOWN-STELLENBOSCH TECH SECTOR - AUGUST 2018
ABOUT ENDEAVOR INSIGHT:
Endeavor Insight is the research division of Endeavor, a non-profit organization that supports high-
impact entrepreneurs across the world.

Our work seeks to answer three questions:
1 How do entrepreneurs reach scale individually at their companies?
2 How do entrepreneurs reach scale collectively in local networks and ecosystems?
3 W
    hat can policymakers, philanthropic leaders, investors, support organizations, and other
   stakeholders do to empower more entrepreneurs to scale?

Over the last five years, Insight’s work across five continents has been supported by a broad
range of foundations and other organizations. The methodology utilized in this study builds
on previous Endeavor Insight research supported by the Omidyar Network, the Kauffman
Foundation, the World Bank, the Inter-American Development Bank, as well as partners
within the Global Entrepreneurship Research Network.

SPECIAL THANKS
This project was commissioned and developed with the assistance of the Cape Innovation
and Technology Initiative (CiTi) (which runs the Bandwidth Barn hubs), Allan Gray Orbis
Foundation, and Wesgro - with kind support from the Western Cape Government. As well
as assistance from Silicon Cape and members of the Endeavor South Africa team, especially
Andrea Neiman and Catherine Townshend. This project was conducted as part of the
Global Entrepreneurship Research Network’s initiative to map entrepreneur communities.
In addition, the following research assistants and analysts were critical to the project’s
success: Kathryn O’Neill, Scott Unwin, Penmai Chongtoua, and Yuniya Khan.

AUTHORS:
Maha AbdelAzim, Associate at Endeavor Insight (maha.abdelazim@endeavor.org)
Rhett Morris, Director of Endeavor Insight (rhett.morris@endeavor.org)
EVALUATION & NETWORK ANALYSIS OF THE CAPE TOWN-STELLENBOSCH TECH SECTOR - AUGUST 2018
I NTRO DU C T I O N

The findings summarized in this report                                    South Africa, Cape Innovation and            Though the size of the local tech sector
are drawn from interviews with more                                       Technology Initiative (CiTi), and Silicon    does not allow for the deepest forms
than 150 technology entrepreneurs                                         Cape. The methodologies used in              of network or econometric analyses,
in the Cape Town metropolitan area,                                       this research have been developed            comparative metrics were utilized to
as well as secondary data on over                                         by Endeavor Insight along with other         compare Greater Cape Town’s tech
450 local tech founders and their                                         organizations that participate in the        entrepreneurship community to several
companies*. For the purposes of this                                      Global Entrepreneurship Research             peer cities on the African continent.
research, software and technology firms                                   Network and are implemented in
                                                                                                                       The following sections of this report
were defined as those whose primary                                       dozens of cities across the world.
                                                                                                                       will share findings on the size and
business activity fell into the categories
                                                                          The goal of this project was to              productivity of the entrepreneurship
of either software development, fintech,
                                                                          answer two research questions:               community, motivations of local
or e-commerce. In addition, the Cape
                                                                                                                       entrepreneurs, network analysis
Town-Stellenbosch area was defined                                        1.   What is the current state of
                                                                                                                       of the sector, key challenges that
to include both the Cape Town and                                              the software entrepreneur
                                                                                                                       impact opportunities for growth, and
Stellenbosch metropolitan areas, and is                                        community in the Cape Town and
                                                                                                                       recommendations for future expansion.
also referred to as “Greater Cape Town”                                        Stellenbosch metropolitan areas?
or simply “Cape Town” in the text.
                                                                          2.   Where do opportunities exist to
These interviews were conducted                                                further the growth of this community
in late 2017 and early 2018 with the                                           so that it continues to generate jobs
assistance and support of Endeavor                                             and economic value for the region?

* Unless otherwise noted, all figures reflect year-end totals for 2017.

                                                                                                                                                                  3
EVALUATION & NETWORK ANALYSIS OF THE CAPE TOWN-STELLENBOSCH TECH SECTOR - AUGUST 2018
GREATER CA PE TOW N HA S A CO M M U NIT Y O F M O R E
THAN 450 EN T RE PRE N E U R IA L SO FT WA R E CO M PA NI ES
WI T H A RE LAT I VE LY H I G H FO CU S O N E - CO M M E RCE AND
SOF TWAR E A S A S ERVI CE

Analysis by Endeavor Insight indicates that the Cape Town area   GLOBAL INNOVATIVE FIRMS
tech sector includes between 450 and 550 entrepreneurial          Cape Town has produced multiple firms that have stood
companies working in software development, e-commerce,           out for their innovative breakthroughs and who have a
or fintech. These firms are typically led by small teams of      strong global presence as a result. Clickatell, for example,
founders, averaging to about 1.7 cofounders per company.         developed the first mobile messaging API and was hired by
                                                                 the US State Department to send text message excerpts
FOCUS ON E-COMMERCE AND SAAS.
                                                                 to global citizens during Obama’s 2009 speeches in Cairo
Of the entrepreneurs interviewed for this project, roughly
                                                                 and Accra1. The data mining firm BrandsEye is also known
20 percent were each working in the e-commerce and
                                                                 for its prediction of both the British exit from the European
SaaS sectors. The next largest industry was fintech,
                                                                 Union, and the outcome United States presidential election
with about 15 percent of respondents. Many of these
                                                                 in 20162. Finally, what is perhaps the most obvious example
companies have a direct-to-consumer focus.

4
EVALUATION & NETWORK ANALYSIS OF THE CAPE TOWN-STELLENBOSCH TECH SECTOR - AUGUST 2018
of Cape Town’s impact in the tech sector is the internet        THERE IS A VERY HIGH PREVALENCE OF VC
giant Naspers, Africa’s highest-valued tech company3            FUNDING IN CAPE TOWN. Roughly one third of
and a massive tech investor on a global scale.                  the companies in this study have received some form
                                                                of angel investment or venture funding. This number
Getsmarter, an Edtech firm that provides online certification
                                                                is higher on average than the rates in comparable
courses in partnership with some of the world’s top
                                                                cities like Lagos, Nairobi, and Johannesburg.
universities, is another more recent example of these firms.
Last year, the company was acquired by the Edtech giant
2U for $103 million4, the equivalent of over 1 billion rand.

                                                                                                                      5
TECH ENT REPREN E URS CH O OS E TO STA RT T H E IR
COMPANIE S I N CA PE TOW N B ECAU S E O F T H E L IFE ST YLE
A ND ITS VA LU E A S A T ECH H U B.

What makes the Cape Town area an            living in the area wanted to continue          a great environment to feed off of from
attractive location for launching a         living there and start their business there    other entrepreneurs and startups.”
technology company? Endeavor Insight        for the quality of life and ecosystem.
                                                                                           The importance of the local tech
asked local tech entrepreneurs why          These factors often overlapped in the
                                                                                           business community can also be seen
they chose to start their businesses in     responses. As one founder noted “I was
                                                                                           in the frequency of specific words that
this community during the interviews        living in Stellenbosch at the time and it is
                                                                                           entrepreneurs used when discussing
conducted for the study. Results show       an incredibly inspirational place to start
                                                                                           why they selected the city as the
that there are some characteristics         a business.” Another founder responded
                                                                                           location for their firms. Terms such as
of the city in particular that are highly   that “it is the start up capital of South
                                                                                           “business,” “tech,” and “companies”
valued by these entrepreneurs.              Africa and I had just finished studying
                                                                                           were mentioned more than almost
                                            at UCT so it was a perfect match.”
The most commonly cited reason for                                                         any other words by the respondents.
launching a firm in the Cape Town area      The second most commonly cited                 Additionally, the word “business” was
was a practical one: the area was where     reason was the perception of Cape              often directly associated with the word
entrepreneurs were living when they         Town as a tech hub. One founder                “tech,” suggesting that many businesses
first decided to start their companies.     responded that Cape Town has an                are interconnected with this sector.
This rationale is actually common and       incredible tech and startup scene with
has been seen in other cities studied       creative and innovative minds because
by Endeavor Insight. What stands out        “people are willing to take a leap of
is the recurring logic - many founders      faith and put themselves out there; it’s

    EXAMPLE RESPONSES ON LOCATION DECISIONS
    AMONG LOCAL SOFTWARE FOUNDERS
    “ THERE IS A BETTER TECH SCENE IN CAPE TOWN, A BETTER MEETUP ECOSYSTEM AROUND
    TECH. FOR EXAMPLE, I HELPED SET UP A DEEP LEARNING MEETUP HERE THAT WOULD NOT
    HAPPEN IN PLACES LIKE JOHANNESBURG. MOST OF THE TECH CONFERENCES HAPPEN IN CAPE
    TOWN BECAUSE IT IS MORE OF A TECH HUB.”

    “IT WAS CONVENIENT BECAUSE I ALREADY LIVED HERE. IT IS A GOOD ECOSYSTEM TO BE IN
    BECAUSE CAPE TOWN IS A CREATIVE HUB. I HAD BUILT A STRONG NETWORK ALREADY WHICH
    MADE IT EASIER.”

    “WE WERE HERE. EVERYTHING WAS HERE. FINANCES WERE HERE. THERE’S SOMETHING
    ABOUT STELLENBOSCH AND ENTREPRENEURSHIP, OPPORTUNITIES AND FUNDS. CAPE TOWN
    HAS A DIFFERENT FEEL TO IT.”

    “PRIMARILY BECAUSE I HAVE A GOOD NETWORK HERE AND ALSO BECAUSE IT’S A VERY
    CONDUCIVE ENVIRONMENT – GOOD INFRASTRUCTURE, GREAT LIFESTYLE AND LOTS OF
    WEALTHY INDIVIDUALS AND INVESTORS.”

6
“WHY DID YOU CHOOSE TO START YOUR BUSINESS IN
CAPE TOWN OR STELLENBOSCH?”
MOST COMMONLY MENTIONED WORDS AMONG TECH FOUNDERS
LISTED FROM MOST FREQUENT TO LEAST FREQUENT

              Living                                       Place                                           Hub
             Business                                    University                                      Moved
               Tech                                      Ecosystem                                       Support
              People                                       Africa                                        Access
     Lifestyle/Quality of Life                             Talent
              Based                                       Market
            Companies                                      Work

Lifestyle was the next most frequently      Different characteristics of the lifestyle   a lot from coffee shops along the coast.”
mentioned factor for why founders chose     in Cape Town attracted founders in
                                                                                         It is also important to note that local
to start their companies in Cape Town.      various ways. Some respondents found
                                                                                         universities and major companies
One founder responded that “the lifestyle   that the lifestyle was less corporate
                                                                                         were also cited frequently as
of Cape Town promotes creativity,           than other places in South Africa. One
                                                                                         bringing significant numbers of
innovation, and inspiration because of      founder noted that “Cape Town is
                                                                                         educated or soon-to-be-educated
the mountains, ocean and nature. People     more of a tech hub than Johannesburg
                                                                                         residents to the city. This may play
are coming here to be creative and          with a less corporate feel and a bigger
                                                                                         an important role in contributing to
innovative. They’re drawn to it. There’s    concentration of tech companies and
                                                                                         the number of new tech founders.
a tech culture that has boomed here         support organizations.” Another founder
with technically innovative products.”      reported that “no one goes to the office
                                            on the same day and instead we all work

                                                                                                                                     7
PRODUCTIVITY AMONG ENTREPRENEURS IN CAPE TOWN
  COMES FROM A SMALL NUMBER OF COMPANIES THAT
  REACH SCALE

                        Entrepreneur communities do not benefit         1. THE MAJORITY OF
Most of the local       their cities simply by creating large           ENTREPRENEURIAL TECH COMPANIES
entrepreneurship        numbers of companies. The value that            WORLDWIDE ARE EARLY STAGE WITH
support organizations   they provide comes from entrepreneurs           VERY LOW RATES OF PRODUCTIVITY.
                        generating economic productivity.               THIS IS ALSO THE CASE IN CAPE TOWN.
working in the
Cape Town area          Entrepreneurial productivity can be measured    Generally speaking, the majority of tech
target early-stage      in a number of ways. Analysis from previous     companies are small early-stage companies
                        research suggests that many of these metrics    with little tangible impact on local job creation,
companies.
                        tend to correlate with each other, especially   economic growth, or other measures of
                        among companies operating in the same           productivity6. In Cape Town, the majority of
                        community and in the same industry5.            local companies interviewed for this study
                        The most productive entrepreneurs raise         are micro-businesses with five or fewer
                        more capital, hire more employees, and          employees that have raised no venture capital.
                        generate more sales than less productive        Though data was not collected on sales,
                        founders working in the same regions.           these firms are likely to be generating very
                                                                        low revenues at this point in time. The small
                        For the purposes of its research, Endeavor
                                                                        contribution each of these companies makes
                        Insight measures entrepreneurial productivity
                                                                        to productivity is likely to shrink even further,
                        primarily by comparing the number of
                                                                        as firms at this stage have a high rate of failure.
                        employees at each company. This metric
                        was selected from the set of correlated         As the next section shows, the significance
                        measures of entrepreneurship productivity       of these companies is therefore less in
                        because it was both widely applicable – e.g.,   their combined productivity and more
                        not all tech firms require outside capital      on their potential impact if they are
                        – and was the metric that founders were         able to successfully reach scale.
                        most willing to share during interviews.
                        Analysis of the data collected for this
                        study on hundreds of local founders
                        suggests two important conclusions on
                        the generation of productivity among
                        tech entrepreneurs in Cape Town.

  8
EMPLOYMENT CONTRIBUTION AMONG
CAPE TOWN TECH COMPANIES

100%
                            Companies with 100+ employees
90%

80%

70%

60%
                                                                                     Companies with 100+ employees

50%
                            Companies with 1 to 99 employees

40%

30%

20%

 10%                                                                                 Companies with 1 to 99 employees

 0%

                                       FIRMS                                                EMPLOYMENT

2. THE MOST IMPORTANT SOURCE                  significantly more employment than all          However, even when controlling for the
OF PRODUCTIVITY AMONG                         the other companies in the local tech           size of Naspers, companies with 100 or
TECH ENTREPRENEURS IN CAPE                    community.                                      more employees still generate almost
TOWN IS A SMALL NUMBER                                                                        half of the employment in the sector. This
                                              Within these companies, Naspers
OF COMPANIES THAT REACH                                                                       highlights the importance of Cape Town’s
                                              alone accounts for about 80 percent of
SIGNIFICANT SCALE.                                                                            scaled companies in driving productivity,
                                              employment in the sector - easily the
                                                                                              and potentially the need for more
Local companies that reach                    highest contribution of an individual
                                                                                              companies like this to drive Cape Town’s
significant scale are responsible for         tech company to a tech sector out of the
                                                                                              growth without relying too heavily on one
a disproportionate amount of the              cities previously studied by Endeavor
                                                                                              company.
productivity in Cape Town’s entrepreneur      Insight. By comparison, Bangalore’s tech
community. As the chart above                 sector has produced roughly 500,000
illustrates, around 15 entrepreneurial        jobs and the combination of its three
companies in city’s tech sector have          largest companies - Wipro, Infosys and
grown to have 100 or more employees.          Flipkart, is only about 40 percent of total
However, these firms have produced            employment7.

                                                                                                                                       9
OVERALL, CAPE TOWN’S TECH SECTOR IS DISTINCTIVELY
  PRODUCTIVE COMPARED TO OTHER AFRICAN TECH
  SECTORS

                       In 2017 and 2018, Endeavor Insight gathered     higher if employment is used as a measure.
Cape Town              data on software founders in Nairobi as         As the graphic on the following page
outperforms these      well as Lagos as part of a study for the Bill   illustrates, Nairobi has nearly twice as many
                       & Melinda Gates Foundation, which will          software companies but has less than a
cities in relative
                       be released later in 2018. Initial analyses     fifth of the employment. Lagos also has
productivity because   of the data from that study shows that the      over twice as many software firms as the
it has fostered        Cape Town area compares favorably to            Cape Town area but has only generated
the development        these two other African tech centers.           less than a quarter of the employment9.
of more firms at       Both Nairobi and Lagos have more software
                                                                       Even if the impact of Naspers is excluded,
significant scale                                                      the average company size in Cape Town
                       companies than the Cape Town area with
                                                                       is still larger than both these cities.
                       2017 estimates ranging from 700-800
                       in Nairobi and 800-900 in Lagos8. Cape          Greater Cape Town outperforms these
                       Town has generated an objectively higher        cities in relative productivity because it
                       level of productivity than Lagos and Nairobi    has fostered the development of more of
                       combined if employment is used as a measure.    the firms at significant scale discussed
                       Cape Town’s tech sector has generated           in the previous section. Approximately 1
                       over 40,000 employees compared to over          percent of software companies in Nairobi
                       9000 in Lagos and 7000 in Nairobi.              have reached 100 or more employees and
                                                                       only 2 percent of software firms reach that
                       COMPARATIVE ENTREPRENEURIAL
                                                                       level of scale in Lagos. In the Cape Town
                       PRODUCTIVITY.
                                                                       area, between 3 and 4 percent of local
                       Greater Cape Town has a smaller number
                                                                       tech firms reach this level of scale10.
                       of tech firms than Nairobi and Lagos, but
                       its relative productivity is significantly

  10
COMPARISON: NUMBER AND PRODUCTIVITY OF SOFTWARE ENTREPRENEURS IN CAPE
TOWN, LAGOS,& NAIROBI

NUMBER OF SOFTWARE
COMPANIES

          800 - 900 FIRMS

          700 - 800 FIRMS

          350 - 450 FIRMS

EMPLOYMENT AT SOFTWARE
COMPANIES

          12,000 - 14,000
          JOBS

          7000 - 9000
          JOBS

          10,500 - 12,500
          JOBS

                                                                        11
GREATER CAPE TOWN’S TECH SECTOR IS NOTABLY DYNAMIC, WITH
A HIGH PERCENTAGE OF COMPANIES REACHING SCALE IN THE
PAST DECADE AND ACTIVELY SUPPORTING OTHER LOCAL TECH
COMPANIES

OUTGOING CONNECTIONS OF CAPE TOWN TECH COMPANIES

Entrepreneurial tech communities with                          not necessarily affect a company’s                                       mentorship, and investment †.
a high percentage of companies that                            performance, but connections from                                        By studying the relationships in
have reached scale can often be skewed                         founders at scale, especially mentorship                                 entrepreneurship networks, it is
towards older companies. In Cape                               or former work experience, can                                           possible to follow the movement of
Town, however, this higher proportion                          significantly increase a company’s                                       people, knowledge, and capital, and
of scaled companies also remains                               likelihood of reaching scale. Mentorship                                 use this to draw lessons on the state
true for all companies founded in the                          from the founder of a scaled company,                                    of the entrepreneurship community.
past decade. While only 1 percent of                           for example, can increase a company’s
                                                                                                                                        Cape Town’s tech companies seem to be
companies founded in the past decade                           likelihood of reaching scale by nearly
                                                                                                                                        seeking support in the right places. As the
have reached 100 employees or more                             double or more12. This applies to tech
                                                                                                                                        chart above shows, a large percentage of
in Lagos, and less than 1 percent in                           sectors at various sizes including
                                                                                                                                        support for tech entrepreneurs is coming
Nairobi and Johannesburg11, 3 percent                          New York, Bangalore, and Nairobi.
                                                                                                                                        from Cape Town’s largest companies.
of the companies founded in the past
                                                               A HIGH PROPORTION OF CAPE                                                Most notably, roughly 30 percent of
decade have reached this level of scale
                                                               TOWN’S FOUNDER TO FOUNDER                                                founder to founder mentorship comes
in Cape Town. This is a critical indication
                                                               SUPPORT COMES FROM SCALED                                                from companies with 100 or more
of the dynamism of the sector.
                                                               COMPANIES Endeavor Insight also                                          employees, compared to only 12 percent
SUPPORT FROM THE FOUNDER                                       analyzed the connections that exist                                      in Lagos, 4 percent in Nairobi, and much
OF A SCALED COMPANY                                            among software firms in the area using                                   lower rates in Johannesburg, where
SIGNIFICANTLY INCREASES A                                      a methodology developed by members                                       scaled companies are typically older and
COMPANY’S LIKELIHOOD OF                                        of the Global Entrepreneurship Research                                  much less involved with supporting other
REACHING SCALE                                                 Network*. This methodology looks                                         tech companies13. Some of the most
Previous research by Endeavor Insight                          at four specific relationships among                                     active mentors in this category include
has found that connections with                                founders and their companies: serial                                     the founders of Wigroup and Clickatell.
other entrepreneurs in general do                              entrepreneurship, former employment,

                 *This methodology was based on initial research conducted by Endeavor Insight and that primary member organizations involved in developing this methodology were Endeavor Insight, the
                 Kauffman Foundation, MaRS, Nesta, and the World Bank.
                 † Investment variables were included in the analysis of potential predictors even though investment itself can be considered a measure of productivity or market validation and is highly
12               correlated with reaching scale.
Cape Town’s scaled companies are also                                                                                              ordering and delivery platforms15. These                                                                                                            investment, former employee and serial
strongly involved as investors - roughly                                                                                           investments have also spanned other                                                                                                                 entrepreneurship connections, only
20% of investment from tech companies                                                                                              regions with a large number taking                                                                                                                  about a third are companies with 100 or
or founders comes from them. Within                                                                                                place in Brazil and the United States.                                                                                                              more employees. This means that there
these, the majority of investment                                                                                                                                                                                                                                                      is still room for them to become more
                                                                                                                                   THERE IS STILL ROOM FOR MORE
unsurprisingly comes from Naspers, a                                                                                                                                                                                                                                                   actively involved in the ecosystem.
                                                                                                                                   ENGAGEMENT - CAPE TOWN’S
massive tech investor on a global scale.
                                                                                                                                   SCALED COMPANIES ARE                                                                                                                                The following graphic illustrates the
Naspers has also made dozens of                                                                                                    ACTIVELY INVOLVED, BUT THEY                                                                                                                         different types of connectivity in the
investments in tech companies                                                                                                      ARE NOT THE MOST INFLUENTIAL                                                                                                                        sector over time and the outgoing
across the world, including Emirati                                                                                                COMPANIES                                                                                                                                           influence of each company.
e-commerce giant Souq.com, which                                                                                                   Out of the top ten percent of most
has been acquired by Amazon14, and                                                                                                 influential companies, i.e. companies
Swiggy, one of India’s largest food                                                                                                with the most outgoing mentorship,

VISUALIZATION OF THE ENTREPRENEUR NETWORK AMONG SOFTWARE
COMPANIES IN GREATER CAPE TOWN

                                                                                                                                TECHNIRVANA                  ISPANI

                                                                                                           SNAPNSAVE                                                                    CRAFT
                                                                                                                                            ACE                       SONGROLLER
                                                                                                                       IKASI                NOTES
                                                                                                                                                                                                    JUGGL         EVENTERPRISE
                                                                                                 EXPRESSION            PROPERTY
                                                                                                 SOURCE                GROUP
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                                                                                                                                                                                                                                        KARRI
                                                                                      SPONTY

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ENTITIES:                                                                                                                                                                                                                                                                   TYPES OF CONNECTIONS:
   ENTREPRENEURIAL COMPANIES                                                                                                                                                                                                                                                            Serial entrepreneurship
Size of the circle reflects the number of outgoing                                                                                                                                                                                                                                      Former employment
connections from the founders of each entity.
                                                                                                                                                                                                                                                                                        Mentorship
Founders are represented by their most
prominent company.                                                                                                                                                                                                                                                                      Angel investment

                                                                                                                                                                                                                                                                                                                                     13
ACCESS TO HUMAN CAPITAL IS THE MOST CRITICAL
OBSTACLE REPORTED BY TECH FOUNDERS IN THE CAPE
TOWN AREA.

                       Endeavor Insight evaluates the challenges           ACCESS TO TALENT.
                       faced by local founders by assessing them           Access to talent was the most
Only about half as     across three key areas: access to customers,        frequently cited challenge, with about
many respondents       access to talent, and access to equity financing.   67 percent of respondents ranking it as
                       Founders are asked whether or not they              a serious or very serious obstacle.
considered access      consider these elements to be serious or very
to equity as a                                                             The majority of these respondents indicated
                       serious challenges to operating their business.
challenge compared                                                         that access to technical talent specifically
                       Typically, challenges are assessed by               was a serious or very serious challenge. One
to access to talent.
                       examining those cited by all founders and           founder claimed that “our core strength is in
                       those cited by founders at large companies          our technology. Finding talented developers to
                       separately. Due to the relatively small size of     help us build that technology is a major hurdle.”
                       the entrepreneurial tech sector in Cape Town,
                                                                           Many founders attributed these difficulties to
                       the analysis in this report could only examine
                                                                           offering competitive salaries compared to the
                       the challenges as reported among all founders.
                                                                           most established firms. One founder noted
                       However, this yielded several interesting
                                                                           that “larger tech companies are offering huge
                       findings. Most notably, compared to founders
                                                                           salaries to developers and pricing the small
                       in Lagos and Nairobi, software entrepreneurs
                                                                           start-ups out of the market for development
                       in the Cape Town area were much less likely to
                                                                           talent.” Paralleling this sentiment, another
                       report that access to equity funding is a serious
                                                                           founder stated that there is “difficulty in hiring
                       or very serious obstacle and were much more
                                                                           good talent and paying competitive salaries.”
                       likely to identify access to talent accordingly.
                       The findings below are based on the
                       responses of the 150 entrepreneurs
                       who participated in this survey.

14
“IS THE FOLLOWING A SERIOUS OR VERY SERIOUS
OBSTACLE TO OPERATING YOUR BUSINESS IN CAPE
TOWN/STELLENBOSCH?”

PERCENTAGE RESPONSES AMONG INTERVIEWED TECH FOUNDERS

          ACCESS TO                                        ACCESS TO                                 ACCESS TO EQUITY
          CUSTOMERS                                         TALENT                                      FINANCING

LEGEND:
   = CHALLENGE
   = NOT A CHALLENGE
EACH SQUARE REPRESENTS 1% OF RESPONDENTS
Source: Endeavor Insight.

ACCESS TO EQUITY FINANCING.                   Yet, those who did find raising funding to   ACCESS TO CUSTOMERS.
Raising capital to start or grow a business   be difficult often ranked it as their most   The presence of the tech hub that
is rarely easy anywhere in the world.         critical obstacle. One founder noted         created many local businesses and
However, on average, only about half as       that “the investment landscape in Cape       clients was listed as a key strength
many respondents considered access            Town still has a long way to go” perhaps     by many of the entrepreneurs when
to equity as a challenge compared             because of the slow and timely process       explaining why they are located in
to access to talent. Roughly 32%              that it takes to receive outside capital.    Cape Town. Overall, only 20 percent
of the entrepreneurs interviewed                                                           of the founders interviewed listed
reported that access to equity was a                                                       access to customers as a serious
serious or very serious obstacle.                                                          or very serious challenge.

                                                                                                                                  15
I N O R D E R TO MA I N TAI N THE DYNAM IS M OF THE LOCAL
T EC H S EC TOR , LEAD ER S IN THE CAPE TOW N S EC TOR
SH O U L D TAK E ACTI O N I N FOUR ARE AS .

                         Cape Town is arguably the most productive                                         skills needed to find, train and retain talent.
                         and impactful tech hub in sub-Saharan
                                                                                                           There is also room for more of these
Cape Town is arguably    Africa. It has generated the continent’s
                                                                                                           organizations to focus on developing talent.
the most productive      most highly valued tech company as well
                                                                                                           Cape Town already has a strong potential
                         as other software businesses that have
and impactful tech hub                                                                                     talent pool given the strength of its local
                         reached scale, exited for significant sums,
in sub-Saharan Africa.                                                                                     universities and its attractive lifestyle and
                         or grown to become leading businesses
                                                                                                           reputation as a tech hub. Existing coding
                         on the continent. However, the sector’s
                                                                                                           schools, which help develop this talent but do
                         productivity is still highly skewed towards
                                                                                                           not necessarily focus on helping entrepreneurs
                         Naspers and contains the potential to develop
                                                                                                           find talent, could be more strongly
                         more successful, high-scaled companies.
                                                                                                           integrated into the entrepreneurship support
                         In order to ensure that the Cape Town                                             ecosystem as a resource for entrepreneurs.
                         area continues to produce productive                                              Some initiatives such as CiTi’s CapaCiTi
                         tech entrepreneurs who generate large                                             programme, CodeX and Code for Cape Town,
                         numbers of jobs and economic value for the                                        already work with a focus on connecting
                         community, Endeavor Insight suggests that                                         their students to potential employers16.
                         leaders should focus on the following four
                                                                                                           RECOMMENDATION 2. AVOID THE
                         recommendations. These are drawn from
                                                                                                           “MYTHS OF QUANTITY” – BELIEFS
                         research in entrepreneurship communities
                                                                                                           THAT MORE STARTUPS, SUPPORT
                         across dozens of global cities as well as
                                                                                                           ORGANIZATIONS, OR CONNECTIONS
                         Endeavor’s first-hand experience supporting
                                                                                                           WILL GENERATE INCREASED
                         more than 1,000 fast-growing global
                                                                                                           ENTREPRENEURIAL PRODUCTIVITY.
                         entrepreneurs and operating Endeavor
                         Catalyst, one of the most active venture capital                                  It can be appealing to assume that the key to
                         funds investing outside of Silicon Valley.                                        fostering a more productive entrepreneurship
                                                                                                           community would be to increase the number
                         RECOMMENDATION 1.
                                                                                                           of inputs to the local entrepreneurship system.
                         FOCUS ON TALENT.
                                                                                                           Data from other cities shows that this is not the
                         While funding is a major challenge in most tech                                   case. If a larger number of companies led to a
                         sectors including Cape Town, there is a much                                      more productive community, then Nairobi and
                         stronger focus on funding than talent within                                      Lagos, which have more than twice the number
                         Cape Town’s accelerators* and entrepreneur                                        of tech firms and many more young, tech
                         support organizations - despite the fact that                                     companies, should be significantly outpacing
                         talent was cited more frequently by founders                                      the Cape Town area in terms of productivity.
                         as a challenge. Many of these organizations
                                                                                                           Entrepreneurship plays a critical role
                         focus on helping their companies build
                                                                                                           in countries like South Africa where
                         connections with potential investors and
                                                                                                           unemployment is high. In many cases, South
                         mentors, but very few of them emphasize
                                                                                                           Africans are forced into entrepreneurship as
                         connections with talent pools or building the
                                                                                                           the only opportunity to create employment

                         *GALI defines accelerators as cohort-based, time-bound entrepreneurship support programs with specific start and end dates, typically between one to twelve
                         months, which is consistent with the definition used in this research.

16
for themselves and may require support      flipside, when experience and support      the challenges that they identify as
in doing so. However, evidence from this    comes from people who do not have          obstacles to the growth of their firms
study shows that the type of support        personal expertise in leading companies    are likely to be true constraints of
that will have the strongest impact on      to reach scale, they are associated        the local entrepreneurship system,
job creation is in helping successful       with little improvement in outcomes        rather than the result of their lack of
businesses grow rather than establishing    or even lower rates of performance.        experience or other internal challenges.
larger numbers of micro-businesses.
                                            By the same logic, these studies also      This can be especially helpful in
This approach will also better allocate     show that entrepreneurship support         addressing talent shortages. Since these
local talent - a resource that is already   organizations like accelerators are much   founders are hiring more employees
in short supply - towards helping           more effective when they help their        than anyone else, they will have the
local companies succeed, rather than        companies connect to these successful      best sense of the types of technical
spreading it out over a large number        founders. The most effective support       talent and management talent that
of less productive companies.               organizations are founded or run by        are short in supply, i.e., knowledge of
                                            people who have experience as founders     specific programming languages or
RECOMMENDATION 3.
                                            or C-Level executives of companies         the ability to lead specific software
INCREASE THE PREVALENCE OF
                                            that have reached scale18. Thus            processes. These entrepreneurs are
MECHANISMS THAT FOUNDERS
                                            focusing on the quality of connections     also the most likely members of the
AT SCALE USE TO INFLUENCE
                                            these organizations are building will      community to have developed solutions
YOUNGER ENTREPRENEURS,
                                            have a much stronger impact than           to their human capital challenges that
SUCH AS MENTORSHIP &
                                            simply increasing their number.            can be scaled to benefit other firms.
ANGEL INVESTING.
                                            The primary ways that the most             Leaders should continue to seek the
In place of a focus on the quantity of
                                            successful entrepreneurs in the            feedback and input of local founders
inputs in the community, leaders in the
                                            Cape Town area can support new             on a regular basis, in order to identify
Cape Town area should seek to maximize
                                            companies are by empowering their          new constraints arising in the software
the quality of interactions among local
                                            former employees leave to become           community and to locate solutions to
software entrepreneurs. A large supply of
                                            founders, by acting as local angel         local problems that can be scaled.
knowledge, social capital, and potential
                                            and venture capital investors, and
investment funding already exists
                                            by mentoring entrepreneurs at
among the founders of the community’s
                                            younger software companies.
most successful tech companies.
These founders are very active but          RECOMMENDATION 4. LISTEN TO
still underutilized in the community.       FASTEST-GROWING FOUNDERS
                                            TO IDENTIFY THE MOST CRITICAL
As previous and forthcoming research
                                            CONSTRAINTS OF THE LOCAL
from Endeavor Insight has shown,
                                            ENTREPRENEUR COMMUNITY.
when leaders of the fastest-growing
local firms connect with entrepreneurs      The founders of fast-growing companies
at newer companies, it improves the         are small in number, but critically
rates of high-performance of these          important. Because they are the best
newer firms by double or more17. On the     performers working in the community,

                                                                                                                                  17
METHODOLOGY

GLOSSARY:                                     businesses whose primary activity is not   graphic design firms, BPOs, etc., as well
 Angel investment: an investment             fintech and could be described as either   as businesses in which internet and
made by an individual, not as part of an      software development (for enterprises      mobile-based platforms are secondary
organization in a company.                    or consumers) or internet/mobile-based     platforms, such as print newspapers
                                              retail or services.                        and brick-and-mortar retail stores.
 Entrepreneurial firms: for-profit
businesses started by an individual           SAMPLING FRAME:                            3. The company is entrepreneurial.
(excludes government entities and local
                                              Companies were considered as “targets”     Entrepreneurial companies are
divisions of corporations based in other
                                              and included in the sampling frame         those started by individuals.
cities).
                                              if they met the following criteria:
                                                                                         It excludes businesses
 Fintech companies: for-profit
                                              1. The company was founded or              that began as either:
businesses whose primary activity is
                                              headquartered in the Cape Town/
using new technologies to support or                                                     a) Government entities, such as
                                              Stellenbosch metropolitan area.            TTCL, which was privatized by the
enable financial services.
                                              Companies were included if they were:      government in Dar Es Salaam; or
 Mentorship: a connection through
which a mentee will meet the mentor           a) founded in the Cape Town/               b) Local divisions of corporations
at least three times for a minimum of         Stellenbosch metropolitan area, or         based in other cities, such as Nairobi’s
30 minutes to discuss critical business                                                  Safaricom, which began as a division
                                              b) currently headquartered in the Cape     of Telkom Kenya, a subsidiary of U.K.-
issues.
                                              Town/Stellenbosch metropolitan area        based and U.K.-founded Vodafone.
 Metropolitan area: at the start of          after they were founded elsewhere.
the mapping process, Endeavor Insight                                                    DATA COLLECTION:
                                              Target companies also included             The data collected for this project
works establishes the boundaries of a
                                              businesses that have closed after
city’s metropolitan area using local input.                                              comes primarily from surveys and
                                              being founded or headquartered in the
The resulting area, therefore, may not                                                   interviews with local entrepreneurs and
                                              metropolitan area, or those that have
always be perfectly within the statistical                                               stakeholders.
                                              been acquired after being founded
metro area.
                                              or headquartered in the area.              We began by building a primary
 Serial entrepreneurship: the                                                           company list from multiple sources.
                                              2.The company fits the definition
founding of a company by someone who                                                     These include databases like Pitchbook,
                                              of a technology company.
previously founded another company.                                                      D&B Hoovers, and Crunchbase, as well as
                                              Technology companies are defined as        the portfolio companies of investors and
 SMEs (Small and medium-sized
                                              for-profit businesses whose primary        entrepreneurship support organizations
enterprises): used to refer to any
                                              activity could be described as either:     operating in the city. We then reviewed
company founded more than three years
                                                                                         companies in the list to identify which
ago.                                          a) Software development for enterprises
                                                                                         ones were targets based on the sampling
                                              (e.g., CRM and logistics systems,
 Spin-off: a company started by a                                                       frame in the previous section. Companies
                                              security software, outsourced software
former employee of another company.                                                      must be founded or headquartered
                                              and app development), or consumers
                                                                                         in the mapped city, entrepreneurially
 Startups: companies that were               (e.g., mobile apps, digital gaming), or
                                                                                         founded and in the selected industry to
founded a maximum of three years ago.
                                              b) Internet-based or mobile-based retail   be included.
 Target companies: entrepreneurial           or services (e.g., e-commerce, fintech,
                                                                                         Once the list was complete, we launched
firms, founded or currently                   delivery platforms, content platforms).
                                                                                         a mass outreach campaign asking the
headquartered in the city’s metropolitan
                                              This definition excludes firms for whom    entrepreneurs on the list to either fill out
area and in the industry being mapped.
                                              software development is a secondary        a survey online or set up an interview
 Technology companies: for-profit            activity, such as consulting firms,        in-person or over the phone. The

18
interviews contain the same questions         regardless of whether or not they had       create an edge list of connections
in the survey, but are adapted to be more     been interviewed. The verification          among organizations, along with a
conversational.                               email contains a summary of all their       corresponding set of four outbound
                                              connections, including those mentioned      connections. We used that edge list
The survey is designed to take no more
                                              by other founders (e.g. if another          to create the network maps in D3.
than approximately 15 minutes for
                                              interviewee they did not mention listed
entrepreneurs to fill out. It has remained                                                For each network map, we assigned
                                              them as a mentor). This allowed us to
relatively unchanged over the past few                                                    every founder to one company or
                                              verify each connection on both sides. We
years, with only some updates made                                                        organization. Where an entrepreneur
                                              collected and verified data on roughly
to reflect city-specific factors or the                                                   has founded multiple companies, his
                                              90 additional founders through this
reticence of entrepreneurs in providing                                                   or her most prominent company based
                                              process.
certain kinds of data. Endeavor main-                                                     on an index of founding date, number of
tains confidentiality, and collected data     NETWORK MAPPING:                            employees, total investment, and exit
is accessible only to Endeavor and its        Previous research by Endeavor Insight       sizes represents his or her influence on
research partners.                            has found that there are four main          the map. Where an entrepreneur has
                                              connection types between. These are:        founded an investment firm or support
In order to ensure that the company list
                                                                                          organization, their tech company takes
is comprehensive, we built a secondary
                                                                                          precedence if they founded one, followed
list of companies mentioned in the
                                              1.   Angel investment;                      by their investment firm, followed by
interviews and surveys that were not in
                                                                                          their accelerator or support organization.
the primary list. If an investor or support   2.   Mentorship;
organization that was not in the primary                                                  We calculated the size of an
                                              3.   Serial entrepreneurship, and
list was mentioned in the survey, we                                                      organization’s circle based on
also looked up its portfolio companies        4. Former employee spinoffs.                directed closeness centrality for
and added them to the secondary list.                                                     unconnected graphs. In other words,
                                              To learn about these connections
The secondary list also included new                                                      the size of an organization is a function
                                              between tech founders, the surveys
companies we found on LinkedIn while                                                      of the number of first-, second-,
                                              and interviews discussed above
collecting data on entrepreneurs and                                                      third-, etc. degree connections the
                                              focused on four core questions:
companies. After identifying targets                                                      organization and its entrepreneurs
in this second list, we then launched         1.   Who invested in your company?          have to others in the network.
another round of outreach. This process            (This includes both angel and
                                                                                          There is no limit to the degrees of
was repeated multiple times depending              institutional investors)
                                                                                          separation that factored into the
on the size of the city.
                                              2.   Who was your mentor during             centrality score. For example, if one
Over the course of this process, we                the growth and development             mentor led to a chain of mentorship
reviewed over 1000 companies                       of your company?                       between entrepreneurs, the original
to determine if they met the                                                              mentor’s centrality score increased even
aforementioned criteria and identified        3.   Have you founded other tech
                                                                                          if the mentor only directly mentored one
450 tech companies. Out of these,                  companies in your city?
                                                                                          entrepreneur. All connections on the
we were able to gather basic data and         4. Which of your former employees           map were weighted equally. Financials
identify the founders of about 360               have gone on to found tech               and employee counts did not factor
companies. In total, we interviewed 153          companies in your city?                  into the organization’s bubble size.
tech founders representing 170 tech
                                              The survey also asked about work            Each ring on the map represents a time
companies.
                                              and education history and we used           period and companies are located
Once all outreach was completed,              LinkedIn to fill in the gaps for founders   on a ring according to the year they
we sent a verification email to all           who did not respond. We used the            were founded. The oldest companies
founders of target companies,                 responses to these questions to             are placed on the inner ring and the

                                                                                                                                      19
most recently founded companies are        .5 years. We then set the mentorship            operating were included in the map and
positioned on outer rings. The number      year equal to the year the target               analysis if it was possible to find enough
of rings on a map depends on the size      company was founded, and add .5 years           data to target them. For companies that
and development of the sector.             to it, rounding to the nearest year.            were acquired, we used the number of
                                                                                           employees at the time of acquisition.
Connections accrue to an organization      Typically, companies are spread out
based on the time period in which the      over the map to facilitate processing           We do not currently compare maps
connections occurred. Where we do not      the connections, and the proximity              to randomly generated networks.
know the year a connection occurred,       of companies on the map does                    However, maps, sub-networks and the
we take one of two different approaches.   not necessarily reflect the degree              strength of connections are compared
Where we do not have year information      of connectivity between the two.                to other benchmarks, including maps
for a former employee, investment, or      However, the maps will occasionally             of the same industry in other cities and
founder connection, we assume that         feature clustering sub-networks                 maps of sectors of a similar size. These
the year of the connection between         in order to emphasize the role of               benchmark comparisons prove helpful
the source and the target companies is     specific companies in the sector.               in understanding a sector’s timeline
equal to the year the target company                                                       and characteristics of development.
was founded. To estimate when a             NETWORK ANALYSIS
mentorship relationship started where      Companies were only included in our             LIMITATIONS
we are lacking a start year, we reviewed   analysis if it was possible to identify their   We recognize that omitted variables
mentorship relationships where we          founding year. For companies whose              might play a role in sampling and
do have start year information.            employee count could not be found, we           therefore tried to offset resulting
                                           used the median number of employees             adverse effects through our double
For the mentorship relationships where     for companies founded in the same               interview, verification, and analysis
this information is available, we find     year, where companies founded over              process. If gaps in or misinterpretations
that the mean elapsed time between         ten years ago were combined into one            of the data are revealed, the map and
company founding and mentorship is         cohort. Companies that are no longer            resulting analysis are corrected.

20
END NOTES
1.   “Clickatell Acknowledged by Mobile Marketing Association – Awarded Finalist in Two Categories” Clickatell. 2009, ac-
     cessed July 20 2018 
2.   David McKenzie and Brent Swails. “Psychic software? How a small social media company predicted Donald Trump’s
     victory” CNN. 15 November 2016, accessed July 20 2018. 
3.   Alexandra Wexler. “How a Small Bet on Tencent Made an African Firm One of the World’s Most Valuable.” The Wall Street
     Journal.
4. Caroline Howard. “EdTech Giant 2U Acquires GetSmarter For $103 Million.” Forbes. 2 May 2017, accessed 16 July 2018.
   November 30 2017, accessed July 20 2018 
5.   Endeavor Insight. “How to Foster Productive Entrepreneurship Communities: Critical Lessons for Generating Innovation and
     Job Creation across the World.” Forthcoming, September 2018.
6. Endeavor Insight Analysis.
7.   Endeavor Insight. “How to Foster Productive Entrepreneurship Communities: Critical Lessons for Generating Innovation and
     Job Creation across the World.” Forthcoming, September 2018.
8. Endeavor Insight. “How to Foster Productive Entrepreneurship Communities: Critical Lessons for Generating Innovation and
   Job Creation across the World.” Forthcoming, September 2018.
9.   Endeavor Insight Analysis.
10. 9 Endeavor Insight. “How to Foster Productive Entrepreneurship Communities: Critical Lessons for Generating Innovation
    and Job Creation across the World.” Forthcoming, September 2018.
11. Endeavor Insight. “How to Foster Productive Entrepreneurship Communities: Critical Lessons for Generating Innovation and
    Job Creation across the World.” Forthcoming, September 2018.
12. Endeavor Insight. “The Power Of Entrepreneur Networks: How New York City Became the Role Model for Other Urban Tech
    Hubs”. 2014. 
13. Endeavor Insight. “Evaluation & Network Analysis of the Johannesburg Tech Sector.” Forthcoming, September 2018.
14. Jon Russell. “Amazon Completes Its Acquisition of Middle Eastern E-Commerce Firm Souq”. 3 July 2017, accessed June 20
    2018 
15. Naspers Website < https://www.naspers.com/companies> Accessed June 20 2018.
16. Endeavor Insight Analysis
17. Endeavor Insight. “The Power Of Entrepreneur Networks: How New York City Became the Role Model for Other Urban Tech
    Hubs”. 2014. 
18. Endeavor Insight. “How to Foster Productive Entrepreneurship Communities: Critical Lessons for Generating Innovation and
    Job Creation across the World.” Forthcoming, September 2018.

                                                                                                                             21
© Endeavor Insight
     August 2018
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