Analysing Domestic Housing Energy Performance Certificates (EPCs) for Scotland, UK
Analysing Domestic Housing Energy Perfomance Certificates (EPCs) Background Often the reason for making improvements to an existing building is to improve its energy efficiency. To aid with measuring energy efficiency a property is assessed and assigned a rating in an Energy Performance Certificate (EPC). The rating is assigned to a band ranging from A to G, with A being the most energy efficient and G being the least. The project For EPCs issued for during the years 2021 and 2022 in Scotland, UK, the data for two geographical areas (being Aberden and Aberdeenshire) are analysed and put into diagrams to aid with answering three questions. These questions are based upon proposed legislative changes in Scotland. The questions consider how many properties within the data set will require improvements to: - bring them within the proposed minimum energy efficiency bands or - satisfy the requirement to move away from fossil fuel boilers. Data The data used in this project is public sector information licensed by the Scottish Government under an Open Government Licence v3.0. The original property references have been removed and replaced by an index column (named Reference No.) in the report. Disclaimer I take no responsibility for the contents of the report or the quality or accuracy of the data contained therein. Pauline Cairns For Data Analysis and Visualisation Data For Knowledge (website) YouTube LinkedIn eyJrIjoiMWI1YTI3MzEtZTgxMi00OGM5LWIwMmItMGEzZjFhMjAyZjgxIiwidCI6IjBlMTkwZTMwLTM3YWItNDA1My05OTY2LTg3MTAzYTdmZDRkYyJ9Crime Overview — City of Los Angeles (2020 - 2024)
🚔Los Angeles Crime Analysis Dashboard (2020–2024) This project presents an end-to-end analytical dashboard exploring crime patterns in the City of Los Angeles using official LAPD open data. The report focuses on temporal trends, geographic distribution, crime characteristics, and victim demographics to uncover meaningful insights about when, where, and how crimes occur. 📊Tool: Power BI 📅Period: 2020–2024 📍Location: Los Angeles, California 📂Data Source Los Angeles Police Department (LAPD) — Open Data Portal Crime Data from 2020 to 2024 The dataset contains detailed records of reported incidents, including date and time, location, crime type, victim information, and weapon usage. Note: In October 2024, LAPD migrated from UCR to the NIBRS reporting system. The legacy dataset used in this analysis is no longer updated and is maintained only for historical purposes. Because newer records follow a different reporting standard and remain incomplete, 2025 data were excluded. 🔎Key Analytical Areas 🧭 Crime Overview Total crime volume across years Most common crime types Distribution across city areas Long-term trends 🕒Temporal Patterns Crime distribution by hour of day Weekday vs weekend behavior Seasonal variation Identification of peak crime periods 🗺️ Geographic Analysis Crime hotspots across LAPD areas Spatial concentration of incidents Neighborhood-level differences 👥Victim & Crime Characteristics Victim age and gender distribution Ethnicity patterns Crime severity (violent vs property) Weapon involvement Location types where crimes occur Adults represent the largest victim group, and crimes most frequently occur in public outdoor environments. ⚠️Notable Insights Property crimes dominate overall incident counts. Violent crimes account for roughly one quarter of reported cases. Personal force is the most commonly used “weapon,” indicating many incidents involve direct physical contact rather than firearms. Outdoor/public spaces show the highest exposure to crime. Victim demographics broadly reflect the city’s diverse population. Identity theft and other non-contact offenses highlight the growing role of non-traditional crime types. 🛠️ Analytical Approach The dashboard was built using a structured BI workflow: Data cleaning and transformation Calendar table for time intelligence Derived metrics and DAX measures Categorization of crimes (violent vs property) Aggregation of demographic groups Interactive filtering across all visuals 🎯Purpose This project demonstrates the ability to: Transform raw public data into analytical insights Design business-ready dashboards Apply data modeling and DAX Communicate findings through clear visual storytelling eyJrIjoiZjZlMjU3MzktMjU4OC00OGQ3LWIzMGMtOTI5N2JjNjI5NDI4IiwidCI6IjY1NWVhZjVhLTBhMTctNDEzOS05NzU5LTFlMDIzMTRkMDJhYiIsImMiOjZ9Single-Page Power BI Report. Gender Pay imbalances in the UK. 2017-2025 — Analytical Overview
📊UK Gender Pay Gap — Analytical Overview (Single-Page Power BI Report) This is a single-page interactive report to explore gender pay differences in the UK, focusing on pay gaps, bonus eligibility, and gender representation across pay quartiles. 🔍What this report shows: 📉Mean vs median pay gap over time — highlighting structural vs distributional inequality 💰Bonus eligibility by gender and how the gap evolves year-over-year 🧱 Pay quartiles analysis — clear evidence of vertical segregation (“glass ceiling”) 📊Sector comparison — highest and lowest female representation in top pay quartile ⚖️Pay gap severity distribution — most companies remain far from parity 📈Key insight: Even when overall gaps narrow, women remain underrepresented in the top pay quartile, and progress is uneven across sectors. Equality at the bottom does not automatically translate into equality at the top. 🧠 Why a single-page design? All insights live on one canvas — enabling fast comparison, narrative flow, and decision-ready analysis without page switching. 🛠️ Built with: Power BI · DAX · Analytical storytelling 📂Data source: UK Government Gender Pay Gap Service eyJrIjoiN2ZjNmFhMjctMzg0ZS00MjJiLWJmNjUtMjcwZWY1MTZjMWVkIiwidCI6IjY1NWVhZjVhLTBhMTctNDEzOS05NzU5LTFlMDIzMTRkMDJhYiIsImMiOjZ9Project Management Dashboard
This project management dashboard is essential because it provides a centralized, visual overview of project progress, making it easier to track tasks, deadlines, resources, and budgets, as well as identify potential issues early. This centralized view improves communication, streamlines decision-making, and ultimately helps keep projects on track and within budget. Why project management dashboards are so important: Real-time visibility: Dashboards offer a quick and clear view of a project's status, allowing teams and stakeholders to instantly see progress and identify potential issues. Improved communication: By providing a single source of truth for the project, dashboards reduce the need for constant updates and follow-ups, fostering better communication between team members and stakeholders. Improved decision-making: With clear and concise data readily available, project managers and stakeholders can make informed decisions based on real-time information. Efficient Resource Allocation: Dashboards help track resource utilization, ensuring they are allocated effectively and that no team member is overburdened. Early Risk Identification: By monitoring key metrics and trends, dashboards can help identify risks and potential issues before they escalate, enabling timely intervention. Increased Accountability: With clear visibility into who is responsible for each task, dashboards can help promote accountability and ensure deadlines are met. Improved Project Execution: Ultimately, the benefits of a project management dashboard contribute to better results, including on-time delivery, on-budget completion, and improved team performance. Visit Website: https://insight-analytics.com/dashboards/ Thank you eyJrIjoiY2MyZTRlZjgtMWM1MC00NWY0LWFlNmQtZWZiNDQ4OGZjNGQ0IiwidCI6IjBlMGNiMDYwLTA5YWQtNDlmNS1hMDA1LTY4YjliNDlhYTFmNiIsImMiOjR9The Finance Dashboard
The Finance Dashboard | Power BI Project 📊 Excited to share my latest Finance Dashboard built using Microsoft Power BI! This project focuses on Financial Data Analytics, Business Intelligence, and Interactive Data Visualization. Key Features: - Total Amount, Tax, Fees & Final Amount KPIs - Country-wise Financial Analysis - Company-wise Amount Analysis - Transaction Status Monitoring - Tax Analysis by Country & Company - Year & Account Type Filters - Interactive Dashboard Design This dashboard helps transform raw financial data into meaningful insights for better business reporting and data-driven decision-making. Tools: Microsoft Power BI | Data Analytics | Business Intelligence | Financial Reporting I am passionate about Data Analytics, Power BI, and turning data into actionable business insights. Your feedback is welcome! #PowerBI #PowerBIDashboard #DataAnalytics #BusinessIntelligence #FinancialAnalytics #DataVisualization #FinanceDashboard #PowerBIDeveloper #DataAnalyst #MicrosoftPowerBIAnalysis of Critical Injury Events in Ontario Workplaces
Overview This executive dashboard analyzes critical workplace injury events in Ontario, focusing on distribution across programs, sectors, time periods, and regional locations. Design Philosophy: Embracing Simplicity Over Complexity As Power BI developers, it is easy to lean into advanced features like dynamic sidebars, intricate drill-throughs, custom tooltips, or complex bookmarks. However, end-users and executive stakeholders often value simplicity, clarity, and fast time-to-insight above all else. This report was deliberately designed with that minimalist approach in mind: prioritizing a clean, predictable layout that delivers the exact metrics required for decision-making without cluttering the user experience. Key Highlights & Features: Clean Corporate UI/UX: Built with a strong focus on color consistency, high contrast, and immediate executive readability. Essential Filtering: Core slicers for Program, Region, Location, and Time Period to allow quick data slicing without overwhelming the user. Trend & Sector Insights: Clear visualization of annual event trends alongside the top sectors affected. Tech Stack & Note on Data: Built with Power BI Disclaimer: The dataset used for this project was modified for demonstration and portfolio purposes; values do not reflect official or real-time Ontario workplace injury statistics. How often do your stakeholders request complex interactivity versus clean, minimal layouts? What is your approach to balancing advanced Power BI capabilities with end-user adoption? If you find this report design helpful or agree with the "simplicity first" philosophy, please consider leaving a Kudo! Best regards, Victor
Are women empowered in Politics?
We talk a lot about women empowerment. In order to bring change, we need to have women involved in governance. This data comic narrates how countries around the world fare in this regard. Data Source: http://archive.ipu.org/iss-e/women.htm https://www.makeovermonday.co.uk/data/ Image source: https://www.pngitem.com/middle/imJTbwR_women-empowerment-programmes-icon-png-download-female-black/ References: https://www.nationalgeographic.com/culture/2019/10/graphic-shows-women-representation-in-government-around-the-world-feature/ https://www.idea.int/data-tools/data/gender-quotas/quotas https://www.wikipedia.org/ Comics powered by the Comicgen Power BI Plugin https://gramener.com/comicgen/ https://gramener.com/datacomics/ eyJrIjoiYTYwMmIwNTctM2ZlNC00NGFlLWEyOTctM2Q2NDQyYmRjMTBmIiwidCI6ImRkM2UyY2JmLTg2NDItNDgwYy05ZGI2LWI3YmE1NWJiZjMzMCIsImMiOjEwfQ%3D%3D
Regime wise economy and social performance of Pakistan
Economy and Social Performance Regime Wise: In this post, I applied the utilization of Drill-through, Text Filter and Box & Whisker chart. To analyze the economy and social performance of the different regime of Pakistan, these tools helped me a lot. You just need to right click on the name of the authority person, drill-through will appear and then click on the summary as per instruction given below: One can easily analyze the performance of the authority. Since there is a huge number of indicators over there, you can use the text filter to search your relevant indicators and then can easily see its trend and impact on the table. There are around 1500 indicators in the slicer, as per your requirement you can incorporate it in the analysis. Box & Whisker chart is a very power full tool which I used as a custom visual, it concludes the performance of a particular indicator in a single bar. I used here three indicators: Current Account balance (% of GDP)-green bar GDP growth % (black bar) Inflation % (red bar) I am considering here inflation % which is in a red bar. During the Asif Ali Zardari regime which is around 5 years, when you hovering the cursor on the inflation bar, it will provide the excellent information. It covers max and min inflation, average and median inflation and quartile1 & quartile 3 inflation for the period. The same parameter will also be appeared when you hover the cursor on other 2 indicators. This is very brief analysis but you can give u a very good insight of the economy. eyJrIjoiOTU3MTlhZmQtNzhmOS00MWYwLTgwNGEtMGQzZDQyYTY3OGMwIiwidCI6ImY5YzUxOTU4LTg5ODQtNDU5My1iNzEyLTM0N2IyZjNhNmNiYiIsImMiOjl9Dubai Real Estate Insights | Where data meets decisive property strategy.
About the Report: The Dubai Real Estate Insights Dashboard is an interactive analytics platform designed to deliver a holistic view of Dubai’s real estate performance. It serves as a centralized, visual cockpit for executives, analysts, and stakeholders to monitor market trends, property transactions, and sector dynamics in real time. Built for clarity and decision impact, the dashboard translates raw data into actionable insights, enabling better understanding of market health, sales activity, and channel performance across locations, time periods, and property categories. Need for the Report: The Dubai property market is fast-moving, data-intensive, and highly segmented. Decision-makers require timely, consolidated, and visual insights to identify emerging opportunities and manage portfolio risks effectively. This report meets the need for a unified, automated view that empowers leadership to make evidence-based strategic and investment decisions. Usage: Executives: For high-level performance tracking and strategic market evaluation. Analysts and Advisors: To explore sub-market trends, buyer behavior, and sales channels. Developers and Investors: For demand forecasting, price benchmarking, and identifying high-growth segments. Key Insights: Combines summary metrics and drill-down analytics for a 360° market view. Enables trend tracking across property types, locations, and sales channels. Facilitates comparative analysis to measure performance against benchmarks. Technology Used: Developed using Microsoft Power BI, leveraging: Dynamic dashboards for real-time updates and intuitive exploration. DAX-based measures for accurate KPI calculation and comparative insights. Data modeling for integrating sales, transaction, and market datasets. Row-level security and role-based access for controlled visibility. Automated refresh and drill-through features for enhanced interactivity. Skills: Microsoft Power BI · Microsoft Copilot · Data Modeling · Data Scraping · Extract, Transform, Load (ETL) · Data Governance · Python (Programming Language) · Data Cleaning · DAX eyJrIjoiNzA1ZmUyM2YtODc3Mi00NTgxLTk1YzYtNmExNjY1NzFhZmY3IiwidCI6IjkyNTcwMDE0LWZmM2QtNDAxMC04MTNkLTQxM2YwZmY5OWQ5MiJ9Power BI Financial Dashboard – Take Control of Your Business Performance
Are You Struggling to Make Sense of Your Financial Data? Many businesses drown in spreadsheets and guesswork, missing critical opportunities to boost revenue, cut costs, and maximize profits. Without clear financial visibility, you risk: Blind spots in revenue performance – Are you hitting targets or falling short? Uncontrolled expenses – Which costs are draining your profits? Unclear profitability by product/service – What’s really driving your bottom line? Reactive decision-making – No early warnings for cash flow dips or seasonal slumps. Stop guessing. Start optimizing. This ready-to-use Power BI dashboard gives you real-time, visual, and interactive financial insights—so you can track performance, spot trends, and act fast. Key Problems It Solves: Revenue vs. Targets Tracking – Instantly see if you’re on track or need to adjust strategy. Profitability Breakdown by Product/Service – Identify high-margin winners and underperformers. Expense Control & Cost Optimization – Pinpoint wasteful spending before it hurts profits. Seasonal & Trend Analysis – Predict dips and plan ahead to stabilize cash flow. Why This Dashboard? No Complex Setup – Plug in your data, and it works instantly. Interactive & Visual – No more messy spreadsheets—just clear, actionable reports. Customizable for Any Business – Works for eCommerce, retail, SaaS, and more. Real-Time Decision Making – Spot risks and opportunities before competitors do. Who Needs This? Finance Teams – Simplify reporting and present insights in seconds. CEOs & Business Owners – Get a 360° view of financial health. Startups & SMBs – Make data-driven decisions without a finance expert. Consultants & Analysts – Deliver stunning, professional reports to clients. eyJrIjoiYTBkODhlMTUtMGY1ZS00ZGUyLThkMjMtYTE2YmY4NjEyOWE5IiwidCI6ImE5NDUyNTg2LTJmNGMtNGNiMS04ZDJlLTI2ODkyODllZTcyNiIsImMiOjl9
