{"id":27373,"date":"2025-06-25T13:34:36","date_gmt":"2025-06-25T12:34:36","guid":{"rendered":"https:\/\/naijaeyesblog.com\/?p=27373"},"modified":"2025-06-25T13:34:37","modified_gmt":"2025-06-25T12:34:37","slug":"nigerian-researcher-sme-fraud-with-ai","status":"publish","type":"post","link":"https:\/\/naijaeyesblog.com\/ro\/nigerian-researcher-sme-fraud-with-ai\/","title":{"rendered":"Nigerian Researcher Tackles SME Fraud with AI"},"content":{"rendered":"<p class=\"wp-block-paragraph\">In a groundbreaking development for Nigeria\u2019s fast-growing digital economy, Adepeju Deborah Bello, a researcher affiliated with Barclays, is leading an innovative initiative to combat fraud targeted at small and medium enterprises (SMEs). Leveraging advanced machine learning, Bello\u2019s work is poised to revolutionise how micro-businesses safeguard their financial health. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">At the core of Bello\u2019s research is the design and implementation of <a href=\"https:\/\/www.researchgate.net\/publication\/390313392_AI-powered_fraud_detection_in_digital_banking_Enhancing_security_through_machine_learning\" target=\"_blank\" rel=\"noreferrer noopener\">AI-driven systems capable of detecting and preventing fraud<\/a> in real time. Her approach adopts a variety of supervised and unsupervised learning methods\u2014such as anomaly detection algorithms, behavioural analysis models, and risk-scoring frameworks\u2014to identify suspicious transaction patterns and flag potentially fraudulent activity instantly.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"667\" height=\"520\" src=\"https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI.webp\" alt=\"Nigerian Researcher Tackles SME Fraud with AI\" class=\"wp-image-27570\" srcset=\"https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI.webp 667w, https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI-300x234.webp 300w, https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI-539x420.webp 539w, https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI-640x499.webp 640w\" sizes=\"(max-width: 667px) 100vw, 667px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Nigeria\u2019s SME sector is a vital engine of growth and employment, yet it remains alarmingly vulnerable to fraud. Traditional detection methods, reliant on static rules and manual review, struggle to keep pace with increasingly sophisticated fraud tactics. Bello\u2019s solution, in contrast, adapts dynamically, learning from emerging threats to proactively protect vulnerable enterprises, especially those with limited resources for cyber defences.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Her research draws inspiration from both global best practices and local insights. International case studies indicate that AI-based detection systems can reduce false positives by up to 60% and achieve accuracy levels between <a href=\"https:\/\/gsconlinepress.com\/journals\/gscarr\/content\/ai-driven-fraud-detection-banking-systematic-review-data-science-approaches-enhancing\" target=\"_blank\" rel=\"noreferrer noopener\">87\u201394%<\/a> compared to older systems. Bello is applying these learnings within Nigeria\u2019s unique ecosystem, accounting for the distinctive transaction habits and fraud modalities prevalent in the country.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Working closely with Barclays, she is building a prototype fraud detection module tailored for the financial services industry underpinned by machine learning models. These models analyse vast amounts of transactional data\u2014such as payment amounts, frequency, merchant profiles, and cross-border flows\u2014to detect outliers or anomalous patterns signalling possible fraud in real time.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"575\" height=\"937\" src=\"https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Adepeju-Deborah-Bello.jpeg\" alt=\"Adepeju Deborah Bello\" class=\"wp-image-27574\" srcset=\"https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Adepeju-Deborah-Bello.jpeg 575w, https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Adepeju-Deborah-Bello-184x300.jpeg 184w, https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Adepeju-Deborah-Bello-258x420.jpeg 258w\" sizes=\"(max-width: 575px) 100vw, 575px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">One notable technique employed is autoencoders\u2014unsupervised deep learning models that can sift through complex data to spot irregular behaviour. This model type has already shown superior effectiveness compared to traditional methods like <a href=\"https:\/\/arxiv.org\/abs\/2407.08758\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">Principal Component Analysis (PCA)<\/a> in Nigerian financial contexts. Bello believes that integrating such advanced neural networks into financial monitoring systems will help SMEs gain parity with larger enterprises when it comes to fraud protection.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Moreover, Bello\u2019s methodology aligns with Nigeria\u2019s regulatory and economic priorities. The Central Bank of Nigeria has emphasised the need for robust risk management in the financial sector, especially regarding credit and transaction fraud. AI-driven tools, like those Bello is developing, offer scalable and efficient solutions that align with global standards. Her work also integrates ethical safeguards\u2014such as explainable AI, data privacy measures, and adherence to anti-bias protocols\u2014to ensure fairness and transparency.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"607\" height=\"425\" src=\"https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI.jpg\" alt=\"Nigerian Researcher Tackles SME Fraud with AI\" class=\"wp-image-27572\" srcset=\"https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI.jpg 607w, https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI-300x210.jpg 300w, https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI-600x420.jpg 600w\" sizes=\"(max-width: 607px) 100vw, 607px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Barclays has expressed optimism about Bello\u2019s progress. According to internal briefings, the prototype system is undergoing pilot testing in partnership with select merchants and fintech platforms. Initial results indicate promising reductions in fraudulent transaction volume, and crucially, fewer false positives that burden legitimate business owners.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As the pilot advances, Bello plans to expand the model\u2019s scope to cover the broader SME ecosystem. She is engaging fintech startups, payment processors, and micro-entrepreneurs to gather diverse data and refine the system\u2019s adaptability. In particular, she&#8217;s incorporating behavioural biometrics\u2014such as typing patterns and device usage\u2014offering an extra security layer beyond conventional transaction analysis.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI-1-1024x576.jpg\" alt=\"Research SME Fraud with AI\" class=\"wp-image-27575\" srcset=\"https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI-1-1024x576.jpg 1024w, https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI-1-300x169.jpg 300w, https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI-1-768x432.jpg 768w, https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI-1-747x420.jpg 747w, https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI-1-640x360.jpg 640w, https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI-1-681x383.jpg 681w, https:\/\/naijaeyesblog.com\/wp-content\/uploads\/2025\/06\/Nigerian-Researcher-Tackles-SME-Fraud-with-AI-1.jpg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Bello\u2019s vision extends to a future where AI acts as an unseen guardian for every micro-business. \u201cOur goal,\u201d she explains, \u201cis to give small entrepreneurs access to levels of fraud protection that were once only feasible for large banks. If you\u2019re a modest shop owner in Lagos or Kano, you shouldn\u2019t feel helpless when fraud strikes.\u201d As Nigeria witnesses a surge in digital payments\u2014from point-of-sale systems to e-commerce platforms\u2014their need for such protective infrastructure has never been more urgent.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Why This Research on Tackling SME Fraud with AI Matters<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">If Bello\u2019s model succeeds, the implications could be profound. SMEs could save millions in prevented losses, increase their confidence in digital transactions, and contribute to stronger economic resilience. Beyond Nigeria, the framework could serve as a powerful model for fraud prevention across Africa, where similar SME ecosystems face parallel vulnerabilities.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong><a href=\"https:\/\/chat.whatsapp.com\/GxfCtlAzWSMAtz92Gn6fws\" target=\"_blank\" rel=\"noreferrer noopener\">Join our WhatsApp community<\/a><\/strong><\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>Join Our Social Media Channels:<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">WhatsApp:&nbsp;<a href=\"https:\/\/whatsapp.com\/channel\/0029VaINDLn8V0toq2u6BJ34\" target=\"_blank\" rel=\"noreferrer noopener\">NaijaEyes<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Facebook:&nbsp;<a href=\"http:\/\/www.facebook.com\/Naijaeyess\" target=\"_blank\" rel=\"noreferrer noopener\">NaijaEyes<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Twitter:&nbsp;<a href=\"https:\/\/twitter.com\/naija_eyes\" target=\"_blank\" rel=\"noreferrer noopener\">NaijaEyes<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Instagram:&nbsp;<a href=\"https:\/\/www.instagram.com\/naijaeyes\/\" target=\"_blank\" rel=\"noreferrer noopener\">NaijaEyes<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">TikTok:&nbsp;<a href=\"https:\/\/www.tiktok.com\/@naijaeyes2\" target=\"_blank\" rel=\"noreferrer noopener\">NaijaEyes<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/naijaeyesblog.com\/ro\/category\/tech\/\">READ THE LATEST TECH&nbsp; NEWS<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>In a groundbreaking development for Nigeria\u2019s fast-growing digital economy, Adepeju Deborah Bello, a researcher affiliated with Barclays, is leading an innovative initiative to combat fraud targeted at small and medium enterprises (SMEs). Leveraging advanced machine learning, Bello\u2019s work is poised to revolutionise how micro-businesses safeguard their financial health. At the core of Bello\u2019s research is [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":27374,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_gspb_post_css":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"categories":[],"tags":[],"class_list":["post-27373","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry"],"blocksy_meta":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Nigerian Researcher Tackles SME Fraud with AI - NaijaEyes Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/naijaeyesblog.com\/ro\/nigerian-researcher-sme-fraud-with-ai\/\" \/>\n<meta property=\"og:locale\" content=\"ro_RO\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Nigerian Researcher Tackles SME Fraud with AI - NaijaEyes Blog\" \/>\n<meta property=\"og:description\" content=\"In a groundbreaking development for Nigeria\u2019s fast-growing digital economy, Adepeju Deborah Bello, a researcher affiliated with Barclays, is leading an innovative initiative to combat fraud targeted at small and medium enterprises (SMEs). Leveraging advanced machine learning, Bello\u2019s work is poised to revolutionise how micro-businesses safeguard their financial health. 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