Close Menu
TechCentralTechCentral

    Subscribe to the newsletter

    Get the best South African technology news and analysis delivered to your e-mail inbox every morning.

    Facebook X (Twitter) YouTube LinkedIn
    WhatsApp Facebook X (Twitter) LinkedIn YouTube
    TechCentralTechCentral
    • News
      Estonia's digital ID lesson for South Africa

      Estonia’s digital ID lesson for South Africa

      4 February 2026
      Vodacom's real growth story isn't mobile

      Vodacom’s real growth story isn’t mobile

      4 February 2026
      Why stablecoins are booming in Africa - Yellow Card MD Lasbery Oludimu

      Why stablecoins are booming in Africa

      4 February 2026
      Prosus inks three-year AWS deal to scale AI across its global portfolio

      Prosus inks three-year AWS deal to scale AI across its global portfolio

      4 February 2026
      South African fintech Lula lands R340m to scale SME working capital - Trevor Gosling

      South African fintech Lula lands R340m to scale SME working capital

      4 February 2026
    • World
      AI won't replace software, says Nvidia CEO amid market rout - Jensen Huang

      AI won’t replace software, says Nvidia CEO amid market rout

      4 February 2026
      Apple acquires audio AI start-up Q.ai

      Apple acquires audio AI start-up Q.ai

      30 January 2026
      SpaceX IPO may be largest in history

      SpaceX IPO may be largest in history

      28 January 2026
      Nvidia throws AI at the weather

      Nvidia throws AI at weather forecasting

      27 January 2026
      Debate erupts over value of in-flight Wi-Fi

      Debate erupts over value of in-flight Wi-Fi

      26 January 2026
    • In-depth
      How liberalisation is rewiring South Africa's power sector

      How liberalisation is rewiring South Africa’s power sector

      21 January 2026
      The top-performing South African tech shares of 2025

      The top-performing South African tech shares of 2025

      12 January 2026
      Digital authoritarianism grows as African states normalise internet blackouts

      Digital authoritarianism grows as African states normalise internet blackouts

      19 December 2025
      TechCentral's South African Newsmakers of 2025

      TechCentral’s South African Newsmakers of 2025

      18 December 2025
      Black Friday goes digital in South Africa as online spending surges to record high

      Black Friday goes digital in South Africa as online spending surges to record high

      4 December 2025
    • TCS
      TCS+ | How Cloud On Demand is helping SA businesses succeed in the cloud - Xhenia Rhode, Dion Kalicharan

      TCS+ | Cloud On Demand and Consnet: inside a real-world AWS partner success story

      30 January 2026
      Watts & Wheels S1E3: 'BYD's Corolla Cross challenger'

      Watts & Wheels S1E3: ‘BYD’s Corolla Cross challenger’

      30 January 2026
      Watts & Wheels S1E3: 'BYD's Corolla Cross challenger'

      Watts & Wheels S1E2: ‘China attacks, BMW digs in, Toyota’s sublime supercar’

      23 January 2026

      TCS+ | Why cybersecurity is becoming a competitive advantage for SA businesses

      20 January 2026
      Watts & Wheels S1E3: 'BYD's Corolla Cross challenger'

      Watts & Wheels: S1E1 – ‘William, Prince of Wheels’

      8 January 2026
    • Opinion
      South Africa's skills advantage is being overlooked at home - Richard Firth

      South Africa’s skills advantage is being overlooked at home

      29 January 2026
      Why Elon Musk's Starlink is a 'hard no' for me - Songezo Zibi

      Why Elon Musk’s Starlink is a ‘hard no’ for me

      26 January 2026
      South Africa's new fibre broadband battle - Duncan McLeod

      South Africa’s new fibre broadband battle

      20 January 2026
      AI moves from pilots to production in South African companies - Nazia Pillay SAP

      AI moves from pilots to production in South African companies

      20 January 2026
      South Africa's new fibre broadband battle - Duncan McLeod

      ANC’s attack on Solly Malatsi shows how BEE dogma trumps economic reality

      14 December 2025
    • Company Hubs
      • Africa Data Centres
      • AfriGIS
      • Altron Digital Business
      • Altron Document Solutions
      • Altron Group
      • Arctic Wolf
      • AvertITD
      • Braintree
      • CallMiner
      • CambriLearn
      • CYBER1 Solutions
      • Digicloud Africa
      • Digimune
      • Domains.co.za
      • ESET
      • Euphoria Telecom
      • Incredible Business
      • iONLINE
      • IQbusiness
      • Iris Network Systems
      • LSD Open
      • NEC XON
      • Netstar
      • Network Platforms
      • Next DLP
      • Ovations
      • Paracon
      • Paratus
      • Q-KON
      • SevenC
      • SkyWire
      • Solid8 Technologies
      • Telit Cinterion
      • Tenable
      • Vertiv
      • Videri Digital
      • Vodacom Business
      • Wipro
      • Workday
      • XLink
    • Sections
      • AI and machine learning
      • Banking
      • Broadcasting and Media
      • Cloud services
      • Contact centres and CX
      • Cryptocurrencies
      • Education and skills
      • Electronics and hardware
      • Energy and sustainability
      • Enterprise software
      • Financial services
      • Information security
      • Internet and connectivity
      • Internet of Things
      • Investment
      • IT services
      • Lifestyle
      • Motoring
      • Public sector
      • Retail and e-commerce
      • Satellite communications
      • Science
      • SMEs and start-ups
      • Social media
      • Talent and leadership
      • Telecoms
    • Events
    • Advertise
    TechCentralTechCentral
    Home » Sections » IT services » Looking for a senior data engineer?

    Looking for a senior data engineer?

    Promoted | Experience or expertise? Calybre explores the limitations of labelling in a scarce skills market.
    By Calybre30 July 2024
    Twitter LinkedIn Facebook WhatsApp Email Telegram Copy Link
    News Alerts
    WhatsApp

    Looking for a senior data engineer? CalybreIn the domain of data consulting, companies have been operating in a scarce skills market for years.

    In South Africa in particular, the challenges we face of continual skills recycling (when a company hires and rehires new people rather than investing in new talent or upskilling and cross-skilling people in their organisation), emigration and international remote working opportunities all contribute to a loss of available experienced people in the fields of data analytics, data engineering, data science and other related disciplines.

    The global digital skills gap

    The battle to attract and retain these skills is not confined to South Africa, however. Recent reports note that the global digital skills gap is continuing to grow.

    For those of us who work in the tech space, this should fill us with excitement. We are certainly seeing more focused university degrees being offered and more young people are enrolling for these courses believing that the road to becoming a data scientist truly is paved in gold.

    Why then, are so many of these young job seekers still exactly that – job seekers? What is preventing us from matching this apparent demand with a greater supply of smart skilled professionals?

    The real risk of non-delivery is not solved by simply hiring someone who is at senior level

    The use of the label “senior” to define a person’s level is oversimplified.

    In both consulting and recruitment, the desired skills level of any potential candidate is frequently described with the all-encompassing label “senior” – an oversimplified way of describing what is often a complex set of skills, certainly in the data domain.

    There is a perceived risk in hiring someone, either a consultant or a permanent employee, who hasn’t been working in the field of data for many years. The experience of the person is quantified in years; their expertise is often doubted as it is not accompanied by this track record. Often, it seems the “buyer” of the required skillset feels compelled to label a person “senior” in the belief that this will de-risk their purchase. But is that really the case?

    We limit our own ability to deliver with this misconception, often spending more for less – we get less time of less individuals – less minds are applied to the problem statement for the same cost, with a huge and often unfair or unrealistic reliance on “key resources”.

    Mitigating the risk of non-delivery

    The real risk of non-delivery is not solved, however, by simply hiring someone who is at senior level. They may have no more experience using recent technologies than someone with less mileage. In fact, often the technology skillset required has not been in existence for long enough for anyone to have a significant number of years of experience.

    Don’t get us wrong – mileage cannot be fast-tracked and experience can’t be bought. There is huge value to be had from having access to people on your data projects who have been around the block and bumped their head a few times. Ensuring that the team has the right mix of those with many years of experience and the young, smart, curious newbies makes for a great result, not only from a solution perspective, but also in the ultimate cost to the business.

    The Calybre capability model

    In assessing expertise of our data consultants, at Calybre we apply our capability model, including all the technologies that we cover in the data domain, as well as the human skills (soft skills) that we believe are important in a great consultant. This allows us to evaluate our entire team fairly and really understand how someone who may only have a few years of work experience may be more highly skilled than someone who has been working in the field for decades.

    Delivery can be de-risked by ensuring that these young people, who are at the beginning of their data career, are well supported by some of us with more than a few grey hairs. Being open to a teaming structure creates a space for those who have the expertise but not enough experience to start building their own track record. We regularly see our “old dogs” being taught new tricks by some of our newest graduates!

    Expect more from your data consultants

    At Calybre, we believe in challenging ourselves and our clients to Expect More. We create opportunities for people who have the right attitude and aptitude, and we are 100% committed to creating excellent data professionals.

    We stand by our tagline that we are a team of “Really Awesome Data People”. By investing ahead, we ensure that our people are ready to solve our clients’ data challenges, in whatever area of the data domain required. We continually invest in our people, ensuring that they have relevant skills, including certifications, and that they are challenged to grow by also focusing on development of their soft skills.

    Call to action

    So, the next time you are writing a role profile or describing the type of consultant that you need to deliver your data project, resist the temptation of the “senior” label. Describe the expertise that you are looking for, and if you do need someone with years of experience, make sure you think about why. You could end up saving yourself some budget.

    About Calybre
    Calybre is a data consulting company based in South Africa and the UK. To find out more about how Calybre can help you unlock the story in your data, visit us at www.calybre.global. Or connect on LinkedIn, Facebook or Instagram.

    • Read more articles by Calybre on TechCentral
    • This promoted content was paid for by the party concerned


    Calybre
    WhatsApp YouTube Follow on Google News Add as preferred source on Google
    Share. Facebook Twitter LinkedIn WhatsApp Telegram Email Copy Link
    Previous ArticleHuawei MateBook X Pro: a new paradigm in high-performance laptops
    Next Article Trump’s embrace of bitcoin is the art of the grift

    Related Posts

    Is your data team futureproof? Calybre

    Is your data team futureproof?

    18 February 2025
    Race to Zero: turning your green data to gold - ESG - Calybre

    Race to Zero: turning your green data to gold

    3 December 2024
    Are you really ready for AI? Calybre

    Are you really ready for AI?

    9 October 2024
    Company News
    Most business owners don't worry about IT, until they have to - Graeme Millar SevenC

    Most business owners don’t worry about IT – until they have to

    4 February 2026
    Why cloud projects fail - and how three days can fix it - LSD Open

    Why cloud projects fail – and how three days can fix this

    4 February 2026
    Zero downtime, 12 months: XLink raises the bar for mission-critical networks

    Zero downtime, 12 months: XLink raises the bar for mission-critical networks

    4 February 2026
    Opinion
    South Africa's skills advantage is being overlooked at home - Richard Firth

    South Africa’s skills advantage is being overlooked at home

    29 January 2026
    Why Elon Musk's Starlink is a 'hard no' for me - Songezo Zibi

    Why Elon Musk’s Starlink is a ‘hard no’ for me

    26 January 2026
    South Africa's new fibre broadband battle - Duncan McLeod

    South Africa’s new fibre broadband battle

    20 January 2026

    Subscribe to Updates

    Get the best South African technology news and analysis delivered to your e-mail inbox every morning.

    Latest Posts
    Estonia's digital ID lesson for South Africa

    Estonia’s digital ID lesson for South Africa

    4 February 2026
    Vodacom's real growth story isn't mobile

    Vodacom’s real growth story isn’t mobile

    4 February 2026
    Why stablecoins are booming in Africa - Yellow Card MD Lasbery Oludimu

    Why stablecoins are booming in Africa

    4 February 2026
    Prosus inks three-year AWS deal to scale AI across its global portfolio

    Prosus inks three-year AWS deal to scale AI across its global portfolio

    4 February 2026
    © 2009 - 2026 NewsCentral Media
    • Cookie policy (ZA)
    • TechCentral – privacy and Popia

    Type above and press Enter to search. Press Esc to cancel.

    Manage consent

    TechCentral uses cookies to enhance its offerings. Consenting to these technologies allows us to serve you better. Not consenting or withdrawing consent may adversely affect certain features and functions of the website.

    Functional Always active
    The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network.
    Preferences
    The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user.
    Statistics
    The technical storage or access that is used exclusively for statistical purposes. The technical storage or access that is used exclusively for anonymous statistical purposes. Without a subpoena, voluntary compliance on the part of your Internet Service Provider, or additional records from a third party, information stored or retrieved for this purpose alone cannot usually be used to identify you.
    Marketing
    The technical storage or access is required to create user profiles to send advertising, or to track the user on a website or across several websites for similar marketing purposes.
    • Manage options
    • Manage services
    • Manage {vendor_count} vendors
    • Read more about these purposes
    View preferences
    • {title}
    • {title}
    • {title}