SShortSingh.
Back to feed

How Excel Was Used to Build an Interactive Dashboard for Jumia Product Data

0
·25 views

A data analyst built an interactive Microsoft Excel dashboard to extract business insights from a dataset of 112 Jumia e-commerce products. The project covered the full data pipeline, including cleaning price and rating fields, removing inconsistencies, and engineering new calculated columns such as discount percentage and price category. PivotTables were used to summarize product performance across pricing tiers, discount levels, customer ratings, and review counts. Pearson correlation analysis was applied to examine relationships between discounts, ratings, and customer engagement. The resulting dashboard was designed to help businesses answer key questions around pricing strategy, product performance, and the impact of discounting on customer behaviour.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Log in to join the discussion and vote.

Log in

Related stories

0
ProgrammingHacker News ·

Netherlands Reportedly Negotiating Dismantling of the International Criminal Court

A report from Rights Forum cites diplomatic sources claiming the Netherlands is negotiating the dismantling of the International Criminal Court. The claim comes from anonymous sources and has not been confirmed by official statements in the available material. The item was shared on Hacker News, where it drew modest attention with 51 points and 2 comments. The available text does not detail the specific proposals, timeline, or reasons behind the reported negotiations. Readers should treat the claim as unverified until corroborated by official or independent reporting.

0
ProgrammingDEV Community ·

Centralized Command-Sourced Document Design Avoids CRDTs, Trading Convergence for Strict Ordering

A developer write-up argues for a centralized, command-sourced collaborative document system that drops conflict-free replicated data types in favor of a single authority enforcing transactional ordering. It warns that treating multiple windows of one document as independent file writers causes OS file-lock contention, write failures, and journal corruption. The recommended fix is a master-sidecar design where one local authority process owns the journal and other windows connect as zero-write IPC clients. To avoid slow late-joiner synchronization from replaying an unbounded journal, the author proposes periodic snapshot checkpoints that truncate the log. The article also cautions that naive client-side rebase rules break down for hierarchical document structures.

0
ProgrammingDEV Community ·

nRouter releases SDKs across multiple languages sharing one API key and endpoint

nRouter has published official software development kits for Python, TypeScript, Go, Rust, Java/Kotlin, Swift, Dart and R, each installable through its ecosystem's package registry. All of them read the same NROUTER_API_KEY environment variable and connect to one endpoint, so access can be issued, rotated and revoked from a single place. The company's pitch is that cost tracking, guardrails and fallback routing run on the server side, keeping behavior consistent across languages. Existing OpenAI and Anthropic clients can also be pointed at the gateway through a configuration change. The author, who works at nRouter and disclosed AI assistance in drafting the post, invited readers to share how they manage credentials across polyglot stacks.

0
ProgrammingDEV Community ·

FreeLLMAPI Pools Free Tiers of 34 AI Providers Behind One Self-Hosted Endpoint

FreeLLMAPI is a self-hosted router that combines the free tiers of 34 AI providers behind a single OpenAI-compatible endpoint, which the project says adds up to roughly 7.4 billion tokens per month. It automatically selects the best available model for each request and fails over to another provider when one is rate-limited or returns an error. The tool tracks per-key rate limits to stay within each provider's free-tier caps and supports a range of API surfaces, including chat, image, audio, embeddings, Anthropic and Gemini formats. Developers can connect coding assistants such as Claude Code and Codex CLI through a single setup command. The project is written in TypeScript, released under the MIT license, and has around 50,000 GitHub stars.