Specialized Analytics Tools Boost Retail Competitiveness
The 2024 ISG Provider Lens™ global Specialty Analytics Services report highlights the growing importance of tailored data analytics in the retail industry. Retailers are partnering with service providers to develop advanced analytics solutions for improved planning, execution, and customer responsiveness. Key trends include:
1. Customization of analytics tools to gain a competitive edge
2. Leveraging e-commerce data for personalized customer experiences
3. Optimizing marketing and promotions through data-driven insights
4. Use of accelerators and pre-built AI/ML models for faster implementation
5. Emerging applications of generative AI in retail analytics
The report evaluates 18 providers, naming Fractal Analytics, HARMAN, MathCo, Tiger Analytics, and Tredence as Leaders in the Retail quadrant.
Il rapporto globale sui Servizi di Analisi Specializzati 2024 della ISG Provider Lens™ sottolinea l'importanza crescente della data analytics personalizzata nel settore retail. I rivenditori stanno collaborando con fornitori di servizi per sviluppare soluzioni di analisi avanzate per migliorare la pianificazione, l'esecuzione e la reazione ai clienti. Le tendenze principali includono:
1. Personalizzazione degli strumenti di analisi per ottenere un vantaggio competitivo
2. Utilizzo dei dati di e-commerce per esperienze clienti personalizzate
3. Ottimizzazione del marketing e delle promozioni attraverso intuizioni basate sui dati
4. Uso di acceleratori e modelli AI/ML pre-costruiti per un'implementazione più rapida
5. Applicazioni emergenti di AI generativa nell'analisi retail
Il rapporto valuta 18 fornitori, nominando Fractal Analytics, HARMAN, MathCo, Tiger Analytics e Tredence come Leader nel quadrante Retail.
El informe global de Servicios de Análisis Especializados 2024 de ISG Provider Lens™ destaca la creciente importancia de la analítica de datos a medida en la industria minorista. Los minoristas están asociándose con proveedores de servicios para desarrollar soluciones de análisis avanzadas que mejoren la planificación, la ejecución y la capacidad de respuesta al cliente. Las tendencias clave incluyen:
1. Personalización de herramientas de análisis para obtener una ventaja competitiva
2. Aprovechamiento de datos de comercio electrónico para experiencias personalizadas del cliente
3. Optimización del marketing y las promociones a través de información basada en datos
4. Uso de aceleradores y modelos de AI/ML preconstruidos para una implementación más rápida
5. Aplicaciones emergentes de AI generativa en el análisis minorista
El informe evalúa a 18 proveedores, nombrando a Fractal Analytics, HARMAN, MathCo, Tiger Analytics y Tredence como Líderes en el cuadrante Minorista.
2024 ISG Provider Lens™ 글로벌 전문 분석 서비스 보고서는 소매 산업에서 맞춤형 데이터 분석의 중요성이 증가하고 있음을 강조합니다. 소매업체들은 계획, 실행 및 고객 반응성을 개선하기 위해 서비스 제공업체와 협력하여 고급 분석 솔루션을 개발하고 있습니다. 주요 트렌드는 다음과 같습니다:
1. 경쟁 우위를 위한 분석 도구의 맞춤화
2. 개인화된 고객 경험을 위한 전자상거래 데이터 활용
3. 데이터 기반 통찰력을 통한 마케팅 및 프로모션 최적화
4. 더 빠른 구현을 위한 가속기 및 사전 구축된 AI/ML 모델 사용
5. 소매 분석에서 생성형 AI의 새롭게 생겨나는 응용 프로그램
보고서는 18개의 공급업체를 평가하며, Fractal Analytics, HARMAN, MathCo, Tiger Analytics 및 Tredence를 소매 부문의 리더로 지명합니다.
Le rapport mondial sur les Services d'Analyse Spécialisés 2024 de ISG Provider Lens™ souligne l'importance croissante de la data analytics sur mesure dans le secteur de la vente au détail. Les détaillants collaborent avec des prestataires de services pour développer des solutions d'analyse avancées afin d'améliorer la planification, l'exécution et la réactivité envers les clients. Les tendances clés comprennent :
1. Personnalisation des outils d'analyse pour obtenir un avantage concurrentiel
2. Exploitation des données d'e-commerce pour des expériences client personnalisées
3. Optimisation du marketing et des promotions grâce à des insights basés sur les données
4. Utilisation d'accélérateurs et de modèles AI/ML préconstruits pour une mise en œuvre plus rapide
5. Applications émergentes de l'IA générative dans l'analyse retail
Le rapport évalue 18 fournisseurs, désignant Fractal Analytics, HARMAN, MathCo, Tiger Analytics et Tredence comme leaders dans le quadrant Retail.
Der globale Bericht über Spezialanalysedienste 2024 von ISG Provider Lens™ hebt die wachsende Bedeutung von maßgeschneiderter Datenanalyse in der Einzelhandelsbranche hervor. Einzelhändler arbeiten mit Dienstleistern zusammen, um fortschrittliche Analyselösungen für eine verbesserte Planung, Umsetzung und Kundenreaktion zu entwickeln. Zu den wichtigsten Trends gehören:
1. Individualisierung von Analysetools zur Erlangung eines Wettbewerbsvorteils
2. Nutzung von E-Commerce-Daten für personalisierte Kundenerlebnisse
3. Optimierung von Marketing und Promotionen durch datengestützte Erkenntnisse
4. Nutzung von Beschleunigern und vorkonfigurierten AI/ML-Modellen für schnellere Implementierung
5. Aufkommende Anwendungen von generativer AI in der Einzelhandelsanalyse
Der Bericht bewertet 18 Anbieter und nennt Fractal Analytics, HARMAN, MathCo, Tiger Analytics und Tredence als Spitzenreiter im Einzelhandelsquadranten.
- Retailers are gaining tangible benefits from advanced analytics tools tailored to the industry
- Customized analytics solutions are helping retailers personalize customer experiences and optimize pricing
- Providers are offering accelerators and pre-built AI/ML models to form the foundation for customized tools
- Generative AI is showing strong potential in retail analytics, with several companies deploying it for customer-facing use cases
- Retailers face challenges in integrating siloed data
- Off-the-shelf analytics platforms have limitations in providing competitive advantages
Insights
The retail analytics market is experiencing a significant shift towards customization and AI-driven solutions. This trend reflects retailers' growing need for competitive differentiation in a saturated e-commerce landscape. The focus on tailored data analytics capabilities suggests a maturing market where off-the-shelf solutions no longer suffice.
Key developments include:
- Co-development of advanced analytics solutions between enterprises and providers
- Increasing use of accelerators and pre-built AI/ML models as foundations for customized tools
- Emergence of GenAI applications in retail analytics, particularly for employee-facing processes
- Growing interest in ESG performance metrics
These trends indicate a positive outlook for specialized analytics providers in the retail sector. However, challenges such as data integration and privacy concerns may impact adoption rates and implementation timelines.
The retail analytics landscape is evolving rapidly with a focus on AI and machine learning integration. Key technological advancements include:
- Personalization engines leveraging customer data for tailored experiences
- Predictive analytics for demand forecasting and inventory optimization
- Multi-channel marketing optimization tools
- GenAI applications utilizing NLP, computer vision and LLMs
The trend towards open IP approaches is particularly noteworthy, as it allows retailers to retain ownership of solution IP. This model fosters innovation and customization while potentially reducing long-term costs. The emphasis on data protection also highlights the growing importance of robust cybersecurity measures in retail tech stacks.
The shift towards specialized analytics in retail presents significant financial implications. Retailers investing in tailored solutions may see:
- Improved ROI on marketing spend through optimized channel selection
- Enhanced inventory management, potentially reducing carrying costs
- Increased customer lifetime value via personalized experiences
- Potential for higher margins through dynamic pricing strategies
However, the customization trend could lead to higher upfront costs for retailers. The market for specialized analytics providers, including leaders like Fractal Analytics and Tredence, may see increased revenue and valuation multiples. Investors should monitor the balance between customization costs and operational efficiencies gained, as well as the impact on retailers' capital expenditure allocations.
Leading providers build on accelerators and AI models to improve efficiency and flexibility for client use cases, ISG Provider Lens™ report says
The 2024 ISG Provider Lens™ global Specialty Analytics Services report for the retail industry, the first in a series of three vertical industry analytics reports from ISG, finds that enterprises and providers are co-developing advanced analytics solutions to improve planning, execution, flexibility and responsiveness to customers and the market.
“Customization is crucial in retail analytics,” said Rajib Datta, partner at ISG. “Off-the-shelf platforms provide many common data capabilities, but retailers need to break away from the pack.”
As e-commerce technologies mature and proliferate, retailers are deriving more tangible benefits from the data generated by online marketing and shopping activities, ISG says. Advanced analytics tools tailored to the retail industry can reveal a customer’s preferences and past behavior, even predicting what they are looking for when they go to a company’s website or store. These insights are helping retailers personalize customer experiences, set prices and fine-tune the supply chain.
Companies are also teaming up with providers to optimize marketing and promotions, ISG says. With customized analytics tools, retailers use data on responses to loyalty programs and advertising to determine which social media platforms and other channels are most effective. This helps retailers find the right mix of channels, maximizing return on investment.
Retailers also are seeking providers with accelerators and pre-built AI and ML models to form the foundation for customized tools, the report says. Most companies favor providers that take an open IP approach, which lets the retailer retain ownership of the IP in the solution.
Providers and retailers are beginning to use generative AI (GenAI) for analytics in centers of excellence and proofs of concept, indicating the technology has strong potential in the field, the report says. Most of these applications are still employee-facing and focused on process efficiency, but several companies are deploying GenAI for customer-facing use cases and creating measurable value. These deployments use components including natural-language processing, computer vision and large language models (LLMs) to solve complex business problems.
“Retailers have learned the value of data and technology,” said Jan Erik Aase, partner and global leader, ISG Provider Lens Research. “Using digital innovation to make processes more efficient is a high priority.”
The report also explores other trends in retail analytics, including retailers’ growing interest in environmental, social and governance (ESG) performance and the rising importance of protecting customer data.
For more insights into retail challenges relevant to advanced analytics, including the difficulty of integrating siloed data and the limitations of off-the-shelf analytics platforms, along with ISG’s advice for addressing these issues, see the ISG Provider Lens™ Focal Points briefing here.
The 2024 ISG Provider Lens™ global Specialty Analytics Services report for the retail industry evaluates the capabilities of 18 providers in one quadrant: Retail.
The report names Fractal Analytics, HARMAN, MathCo, Tiger Analytics and Tredence as Leaders.
In addition, ZS Associates is named as a Rising Star, a company with a “promising portfolio” and “high future potential” by ISG’s definition.
A customized version of the report is available from Tredence.
The 2024 ISG Provider Lens™ global Specialty Analytics Services report for the retail industry is available to subscribers or for one-time purchase on this webpage.
About ISG Provider Lens™ Research
The ISG Provider Lens™ Quadrant research series is the only service provider evaluation of its kind to combine empirical, data-driven research and market analysis with the real-world experience and observations of ISG's global advisory team. Enterprises will find a wealth of detailed data and market analysis to help guide their selection of appropriate sourcing partners, while ISG advisors use the reports to validate their own market knowledge and make recommendations to ISG's enterprise clients. The research currently covers providers offering their services globally, across
About ISG
ISG (Information Services Group) (Nasdaq: III) is a leading global technology research and advisory firm. A trusted business partner to more than 900 clients, including more than 75 of the world’s top 100 enterprises, ISG is committed to helping corporations, public sector organizations, and service and technology providers achieve operational excellence and faster growth. The firm specializes in digital transformation services, including AI and automation, cloud and data analytics; sourcing advisory; managed governance and risk services; network carrier services; strategy and operations design; change management; market intelligence and technology research and analysis. Founded in 2006, and based in
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FAQ
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