The ELECTE Review

Market basket analysis surfaces which products get bought together using support, confidence, and lift — and AI now runs these calculations continuously across retail and finance data. The Review breaks down the metrics that matter, what the technique can actually tell you, and where it stops being insight and starts being overreach.

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ELECTE is an AI-powered data analytics platform for European SMEs — turning raw data into clear, verifiable, actionable insight. Learn more at electe.net

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Written and hosted by Fabio Lauria.

Resource allocation without a model is just a guess dressed up as strategy. This episode breaks down a step-by-step framework for optimizing resource allocation with models and metrics, using retail and finance examples to show where misallocated budgets quietly erode ROI — and where the framework's limits show.

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ELECTE is an AI-powered data analytics platform for European SMEs — turning raw data into clear, verifiable, actionable insight. Learn more at electe.net

The AI analysis 100,000+ readers trust. Join them:  

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New episodes regularly. Subscribe wherever you listen.
Written and hosted by Fabio Lauria.

Change Data Capture explained: why nightly batch data loads are obsolete, and how log-based vs trigger-based CDC lets businesses track database changes in real time. This guide breaks down both methods, their tradeoffs, and how SMEs use CDC with platforms like ELECTE to power real-time analytics without building custom pipelines. The ELECTE Review examines what the article claims, and what it leaves out.

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ELECTE is an AI-powered data analytics platform for European SMEs — turning raw data into clear, verifiable, actionable insight. Learn more at electe.net

The AI analysis 100,000+ readers trust. Join them:  

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New episodes regularly. Subscribe wherever you listen.
Written and hosted by Fabio Lauria.

Data integration only pays off when it ends in a decision someone owns. Five use cases — sales and inventory sync, unified customer profiles, supplier performance, multi-entity financial consolidation, equipment monitoring — plus the cited outcomes: stockouts down 30-40%, procurement costs down 8-15%, close cut from 30-40 days to 5-10, unplanned downtime down 30-50%. The market grows from USD 13.7bn (2022) to USD 29.9bn (2030), yet 98% of businesses report AI-related data-quality issues and 42% blame a skills shortage. Start with one decision, name the owner, keep human review before consequential calls.

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ELECTE is an AI-powered data analytics platform for European SMEs — turning raw data into clear, verifiable, actionable insight. Learn more at electe.net

The AI analysis 100,000+ readers trust. Join them:  

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New episodes regularly. Subscribe wherever you listen.
Written and hosted by Fabio Lauria.

More iterations cannot repair bad assumptions: in Monte Carlo simulation, output precision can exceed assumption quality. We work through the article's retailer case, where demand could land between 800 and 1,400 units and the spreadsheet commits to 1,100, and how sampling turns one forecast into a distribution of outcomes. Then the failure modes: input distributions that flatter weak data, ignored correlations between demand, price, cost and schedule, normal curves chosen out of habit, and confidence intervals that narrow because sampling noise fell, not because the model got better.

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ELECTE is an AI-powered data analytics platform for European SMEs — turning raw data into clear, verifiable, actionable insight. Learn more at electe.net

The AI analysis 100,000+ readers trust. Join them:  

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New episodes regularly. Subscribe wherever you listen.
Written and hosted by Fabio Lauria.

Exponential smoothing explained step by step, from Simple Exponential Smoothing to Holt and Holt-Winters, with formulas, business examples, and code in R and Python. This episode breaks down when to use each variant and why model selection matters as much as the math. Based on the ELECTE article by Fabio Lauria. Link: https://www.electe.net/post/exponential-smoothing

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ELECTE is an AI-powered data analytics platform for European SMEs — turning raw data into clear, verifiable, actionable insight. Learn more at electe.net

The AI analysis 100,000+ readers trust. Join them:  

- Subscribe to the ELECTE newsletter

- Official merch

New episodes regularly. Subscribe wherever you listen.
Written and hosted by Fabio Lauria.

A forecast is only as trustworthy as its diagnostics. ARIMA breaks forecasting into three checkable parts — autoregression, differencing, moving average — but the real discipline is testing residuals before you trust the number. Inventory, demand, revenue: the stakes are concrete, and skipping the checks is where forecasts fail.

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ELECTE is an AI-powered data analytics platform for European SMEs — turning raw data into clear, verifiable, actionable insight. Learn more at electe.net

The AI analysis 100,000+ readers trust. Join them:  

- Subscribe to the ELECTE newsletter

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New episodes regularly. Subscribe wherever you listen.
Written and hosted by Fabio Lauria.

ELECTRE rejects one-number scoring: a cheap supplier with a bad defect rate shouldn't win just because price got enough weight. Built by Bernard Roy in 1964, ELECTRE compares options pair by pair, letting a single unacceptable weakness veto an otherwise strong result. Powerful for supplier and vendor decisions with real trade-offs — but thresholds are subjective, rankings can stay incomplete, and it's overkill for simple, fully compensatory choices.

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ELECTE is an AI-powered data analytics platform for European SMEs — turning raw data into clear, verifiable, actionable insight. Learn more at electe.net

The AI analysis 100,000+ readers trust. Join them:  

- Subscribe to the ELECTE newsletter

- Official merch

New episodes regularly. Subscribe wherever you listen.
Written and hosted by Fabio Lauria.

Time series data rarely behaves independently — autocorrelation reveals how past values shape the present. This episode breaks down ACF and PACF, the two diagnostic tools for spotting hidden dependencies, choosing between autoregressive and moving-average structures, and avoiding models that fail the moment they meet real data. Practical stakes: forecasting, pricing, and risk models all depend on getting this right.

Send us a text.

ELECTE is an AI-powered data analytics platform for European SMEs — turning raw data into clear, verifiable, actionable insight. Learn more at electe.net

The AI analysis 100,000+ readers trust. Join them:  

- Subscribe to the ELECTE newsletter

- Official merch

New episodes regularly. Subscribe wherever you listen.
Written and hosted by Fabio Lauria.

Sanctions screening isn't broken because it misses names — it's broken because it drowns real hits in false positives. This episode unpacks matching logic, why volume-based "rigor" is a vanity metric, and what risk-based, defensible calibration actually looks like for compliance teams in 2026.

Send us a text.

ELECTE is an AI-powered data analytics platform for European SMEs — turning raw data into clear, verifiable, actionable insight. Learn more at electe.net

The AI analysis 100,000+ readers trust. Join them:  

- Subscribe to the ELECTE newsletter

- Official merch

New episodes regularly. Subscribe wherever you listen.
Written and hosted by Fabio Lauria.