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PhreeNews > Blog > Africa > Business > Knowledge Science is Key to Serving to SMEs Get Funded
Data Science is Key to Helping SMEs Get Funded.jpg
Business

Knowledge Science is Key to Serving to SMEs Get Funded

PhreeNews
Last updated: March 17, 2026 4:54 am
PhreeNews
Published: March 17, 2026
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South African entrepreneurs know: it’s all the time the identical outdated story… You want cash to develop your small business, as a result of there’s a progress alternative. However your money movement is stopping you from leveraging this opportunity. So, you flip to lenders to entry funding, but, in accordance with them, your monetary statements don’t show that you’ll be able to repay the mortgage. Ultimately, you don’t develop, protecting you in the identical cycle. That’s, except you may have one thing in your facet that may take your small business’s knowledge and use it to realize correct perception into its fundability.

What’s that one thing, chances are you’ll ask? It’s knowledge science.

This area of science makes use of many strategies to take a look at knowledge and switch it into actionable insights and data. Within the context of funding, it takes your small business data and permits a knowledge scientist to extract that means from it.

“Conventional lending fashions rely closely on monetary statements, collateral and prolonged handbook processes. For a lot of SMEs, that data is both incomplete or doesn’t precisely mirror how the enterprise is performing immediately,” says Daniel Goldberg, founder and CEO of Bridgement, an alternate lender that makes use of knowledge science to realize higher insights into SMEs. He explains how this self-discipline helps companies get funded by empowering funders to make knowledgeable selections.

“Knowledge science permits funders to analyse a broader and extra real-time image of a enterprise. By securely analysing operational and monetary knowledge from sources akin to financial institution transactions, accounting platforms and fee techniques, we’ve constructed a way more dynamic view of an organization’s well being and efficiency,” he shares. “This enables us to evaluate affordability and threat way more rapidly and precisely, which in the end allows quicker selections and extra accessible funding for SMEs.

The Key that Entrepreneurs Miss

Goldberg mentions that it’s simple for entrepreneurs to overlook how vital it’s to maintain correct and up-to-date data that’s later used when making use of for funding.

“Many entrepreneurs don’t realise how worthwhile their operational and monetary knowledge might be in serving to them entry funding. When lenders analyse knowledge akin to transaction historical past, income developments or fee patterns, they’re making an attempt to know the soundness and efficiency of the enterprise. This knowledge typically offers a much more correct image than static paperwork like annual monetary statements,” Goldberg explains. “For SMEs, sustaining clear, organised and clear monetary knowledge can considerably enhance their potential to entry funding. In some ways, good knowledge hygiene has grow to be as vital as having a robust enterprise concept.

Nevertheless, he remembers to say that SMEs who’re involved about free entry to their knowledge don’t have to fret about it. “It’s additionally vital to know that accountable lenders solely entry knowledge with the enterprise proprietor’s permission and use it particularly to evaluate affordability and threat.” These entrepreneurs, due to this fact, don’t must stress about how their data is used.

Goldberg continues to unpack the most important errors that SMEs make relating to understanding funding, funding readiness, and submitting functions. “One of many greatest challenges is that many SMEs solely take into consideration funding after they urgently want it. At that time, it turns into a lot tougher to current a robust funding utility.”

Drawing on the instance in the beginning of this text, SMEs ought to guarantee information are so as, and their probabilities for funding are improved lengthy earlier than a possible progress alternative that requires capital arises.

“One other widespread mistake isn’t sustaining correct and up-to-date monetary information. Lenders want to know how a enterprise generates income, manages bills and handles money movement. When monetary knowledge is incomplete or inconsistent, it creates uncertainty and will increase perceived threat.

“Lastly, many entrepreneurs underestimate the significance of money movement administration. Even worthwhile companies can wrestle if money movement is poorly managed. Understanding how funding matches into the broader monetary technique of the enterprise is essential.”

He notes that funding works greatest when it’s used strategically to assist progress, handle working capital or unlock alternatives, relatively than merely responding to short-term monetary stress.

Addressing the Dreaded ‘Software Denied’ Message

The place it appears like functions are all the time denied, SMEs shouldn’t be blinded by the frustration. As an alternative, they need to attempt to perceive why. “Typically, the problem pertains to credit score profiles, money movement consistency, affordability or incomplete monetary data relatively than the viability of the enterprise itself,” he says. “However bettering monetary visibility could make a giant distinction. Holding correct information, utilizing accounting software program and sustaining clear transaction histories all assist lenders higher perceive the enterprise.”

Moreover, if the “no” doesn’t cease a enterprise from acquiring funding, the price of compensation typically does. “Enterprise house owners ought to rigorously take into account the aim of funding. If capital is getting used to generate progress, unlock income alternatives or enhance money movement effectivity, the price of funding can typically be justified by the return it allows.

“Lastly, entrepreneurs ought to view funding as a part of a broader monetary technique relatively than a final resort. Planning forward and constructing a relationship with a funder early can considerably enhance each entry to capital and the phrases provided.”

Perception into Bridgement’s Knowledge Science Method

“Conventional funding fashions have been designed a long time in the past and infrequently require in depth documentation, handbook underwriting and lengthy turnaround occasions. That course of tends to favour bigger or extra established companies with formal monetary information and collateral.

That’s the reason a less complicated, digital course of is required.

In line with Goldber, Bridgement has vastly simplified how SMEs can share their monetary knowledge and apply for funding, by merely connecting their Accounting software program or financial institution feeds. “So far, Bridgement is the one SME credit score supplier in South Africa to be built-in into all three of the highest cloud accounting packages (Xero, Sage, and QuickBooks),” he proudly factors out.

“Through the use of knowledge science and AI-powered know-how, we’re in a position to assess companies utilizing actual efficiency knowledge relatively than static paperwork. This enables us to make selections quicker and supply funding in a manner that’s way more aligned with how fashionable SMEs really function.

“It additionally means we will serve youthful companies or companies that may not match conventional lending fashions, whereas nonetheless sustaining robust threat administration. The result’s a funding course of that’s quicker, extra versatile and higher suited to the realities of working an SME.”

He additionally notes that it was vital to him and his staff to create an modern compensation construction that matches the money flows of a enterprise and improves affordability. “Companies can repay funding with each day, weekly, fortnightly or month-to-month instalments that match their income sample,” he concludes.

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