Arif The Analyst

Arif The Analyst Economic Analyst | financial Analyst | Data Scientist | SQL | Python


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03/08/2025

Celebrating my 4th year on Facebook. Thank you for your continuing support. I could never have made it without you. ๐Ÿ™๐Ÿค—๐ŸŽ‰

24/03/2025

EXCEL HACK! Insert a range of values in seconds!

๐’๐ญ๐ž๐ฉ-๐›๐ฒ-๐’๐ญ๐ž๐ฉ ๐†๐ฎ๐ข๐๐ž ๐ญ๐จ ๐๐ฎ๐ข๐ฅ๐๐ข๐ง๐  ๐š ๐๐จ๐ฐ๐ž๐ซ ๐๐ˆ ๐’๐š๐ฅ๐ž๐ฌ ๐ƒ๐š๐ฌ๐ก๐›๐จ๐š๐ซ๐๐™Ž๐™ฉ๐™š๐™ฅ 1: ๐™„๐™ข๐™ฅ๐™ค๐™ง๐™ฉ ๐˜ฟ๐™–๐™ฉ๐™–Load data from sources like Excel, CSV, or S...
19/03/2025

๐’๐ญ๐ž๐ฉ-๐›๐ฒ-๐’๐ญ๐ž๐ฉ ๐†๐ฎ๐ข๐๐ž ๐ญ๐จ ๐๐ฎ๐ข๐ฅ๐๐ข๐ง๐  ๐š ๐๐จ๐ฐ๐ž๐ซ ๐๐ˆ ๐’๐š๐ฅ๐ž๐ฌ ๐ƒ๐š๐ฌ๐ก๐›๐จ๐š๐ซ๐
๐™Ž๐™ฉ๐™š๐™ฅ 1: ๐™„๐™ข๐™ฅ๐™ค๐™ง๐™ฉ ๐˜ฟ๐™–๐™ฉ๐™–
Load data from sources like Excel, CSV, or SQL into Power BI.
๐‘บ๐’•๐’†๐’‘ 2: ๐‘ซ๐’‚๐’•๐’‚ ๐‘ด๐’๐’…๐’†๐’๐’Š๐’๐’ˆ & ๐‘น๐’†๐’๐’‚๐’•๐’Š๐’๐’๐’”๐’‰๐’Š๐’‘๐’”
Define relationships between tables (one-to-many) for efficient data flow.
๐‘บ๐’•๐’†๐’‘ 3: ๐‘ช๐’“๐’†๐’‚๐’•๐’Š๐’๐’ˆ ๐‘ฝ๐’Š๐’”๐’–๐’‚๐’๐’Š๐’›๐’‚๐’•๐’Š๐’๐’๐’”
๐‘ฏ๐’†๐’“๐’† ๐’‚๐’“๐’† ๐’•๐’‰๐’† ๐’Œ๐’†๐’š ๐’„๐’‰๐’‚๐’“๐’•๐’” ๐’Š๐’๐’„๐’๐’–๐’…๐’†๐’… ๐’Š๐’ ๐’•๐’‰๐’† ๐’…๐’‚๐’”๐’‰๐’ƒ๐’๐’‚๐’“๐’…:
1๏ธโƒฃ Line Chart โ€“ Sum of Profit & Sales by Year
X-axis: Year | Y-axis: Profit & Sales
Trend: Shows growth trends over the years.
2๏ธโƒฃ Line Chart โ€“ Sum of Profit & Sales by Month
X-axis: Month | Y-axis: Profit & Sales
Trend: Displays monthly variations in profit and sales.
3๏ธโƒฃ Stacked Percentage Chart โ€“ Profit % Contribution by Year
Formula: (SUM(Profit) / SUM(Sales)) * 100
Trend: Highlights how profit contributes to total sales yearly.
4๏ธโƒฃ Stacked Area Chart โ€“ Sales by Month & Category
Categories: Furniture, Office Supplies, Technology
Trend: Shows category-wise sales trends over months.
5๏ธโƒฃ Stacked Area Chart โ€“ Profit by Month & Category
Aggregation: SUM(Profit) by Category
Trend: Analyzes profitability across different product categories.
๐‘บ๐’•๐’†๐’‘ 4: ๐‘ซ๐’‚๐’”๐’‰๐’ƒ๐’๐’‚๐’“๐’… ๐‘ญ๐’๐’“๐’Ž๐’‚๐’•๐’•๐’Š๐’๐’ˆ & ๐‘ฌ๐’๐’‰๐’‚๐’๐’„๐’†๐’Ž๐’†๐’๐’•๐’”
โœ… Adjust background colors & text for better readability
โœ… Enable tooltips & slicers for interactivity
โœ… Optimize report performance

Would love to hear your thoughts! Have you built similar dashboards in Power BI? Drop your insights in the comments!



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๐’๐ญ๐ž๐ฉ-๐›๐ฒ-๐’๐ญ๐ž๐ฉ ๐†๐ฎ๐ข๐๐ž ๐ญ๐จ ๐‚๐ซ๐ž๐š๐ญ๐ข๐ง๐  ๐š ๐’๐š๐ฅ๐ž๐ฌ ๐‘๐ž๐ฉ๐จ๐ซ๐ญ ๐”๐ฌ๐ข๐ง๐  ๐ƒ๐š๐ญ๐š ๐€๐ง๐š๐ฅ๐ฒ๐ญ๐ข๐œ๐ฌIn this guide, Iโ€™ll walk you through each step to crea...
14/03/2025

๐’๐ญ๐ž๐ฉ-๐›๐ฒ-๐’๐ญ๐ž๐ฉ ๐†๐ฎ๐ข๐๐ž ๐ญ๐จ ๐‚๐ซ๐ž๐š๐ญ๐ข๐ง๐  ๐š ๐’๐š๐ฅ๐ž๐ฌ ๐‘๐ž๐ฉ๐จ๐ซ๐ญ ๐”๐ฌ๐ข๐ง๐  ๐ƒ๐š๐ญ๐š ๐€๐ง๐š๐ฅ๐ฒ๐ญ๐ข๐œ๐ฌ
In this guide, Iโ€™ll walk you through each step to create an annual sales report for Vrinda Storeโ€™s 2022 data, which you can apply to any business.

๐‘บ๐’•๐’†๐’‘ 1: ๐‘ซ๐’†๐’‡๐’Š๐’๐’† ๐’•๐’‰๐’† ๐‘ถ๐’ƒ๐’‹๐’†๐’„๐’•๐’Š๐’—๐’† ๐’๐’‡ ๐’•๐’‰๐’† ๐‘บ๐’‚๐’๐’†๐’” ๐‘น๐’†๐’‘๐’๐’“๐’•
Objective: "๐‘จ๐’๐’‚๐’๐’š๐’›๐’† 2022 ๐’”๐’‚๐’๐’†๐’” ๐’…๐’‚๐’•๐’‚ ๐’•๐’ ๐’–๐’๐’…๐’†๐’“๐’”๐’•๐’‚๐’๐’… ๐’„๐’–๐’”๐’•๐’๐’Ž๐’†๐’“ ๐’ƒ๐’†๐’‰๐’‚๐’—๐’Š๐’๐’“ ๐’‚๐’๐’… ๐’๐’‘๐’•๐’Š๐’Ž๐’Š๐’›๐’† ๐’”๐’•๐’“๐’‚๐’•๐’†๐’ˆ๐’Š๐’†๐’” ๐’‡๐’๐’“ 2023 ๐’ˆ๐’“๐’๐’˜๐’•๐’‰."
๐Ÿ”น Why This Matters:
Helps in decision-making (marketing, inventory, pricing).
Identifies key sales trends and customer patterns.
Improves future sales strategies.
๐‘บ๐’•๐’†๐’‘ 2: ๐‘ช๐’๐’๐’๐’†๐’„๐’• & ๐‘ท๐’“๐’†๐’‘๐’‚๐’“๐’† ๐’•๐’‰๐’† ๐‘ซ๐’‚๐’•๐’‚
her data from:
โœ… Sales transactions (date, amount, customer details, product details).
โœ… Customer demographics (age, gender, location).
โœ… Order status (completed, returned, canceled).
โœ… Sales channels (online, offline, third-party platforms).

Data Cleaning & Formatting:
Remove duplicates and missing values.
Standardize date formats (YYYY-MM-DD).
Ensure numeric values (sales, revenue) are consistent.
Use unique IDs for orders and customers.

๐‘บ๐’•๐’†๐’‘ 3: ๐‘ฐ๐’…๐’†๐’๐’•๐’Š๐’‡๐’š ๐‘ฒ๐’†๐’š ๐‘ด๐’†๐’•๐’“๐’Š๐’„๐’” & ๐‘ฒ๐‘ท๐‘ฐ๐’”
๐Ÿ“Š Primary Sales KPIs:
โœ… Total Sales Revenue: Sum of all sales transactions.
โœ… Number of Orders: Total orders placed.
โœ… Average Order Value (AOV): Total Sales / Total Orders.
โœ… Monthly Sales Trends: Sales breakdown by month.
โœ… Customer Segmentation: Sales by gender, age group, or region.
โœ… Sales by Category: Which products performed best?
โœ… Return Rate: Percentage of orders returned.
โœ… Sales by Channel: Online vs. retail store performance.

๐‘บ๐’•๐’†๐’‘ 4: ๐‘ช๐’“๐’†๐’‚๐’•๐’† ๐‘ฝ๐’Š๐’”๐’–๐’‚๐’๐’Š๐’›๐’‚๐’•๐’Š๐’๐’๐’” ๐’•๐’ ๐‘จ๐’๐’‚๐’๐’š๐’›๐’† ๐‘ป๐’“๐’†๐’๐’…๐’”
Best Visualization Techniques for Sales Reports:
๐Ÿ“ˆ Line Chart โ†’ To show monthly sales trends over time.
๐Ÿ“Š Bar Chart โ†’ To compare sales by category or region.
๐ŸŸข Pie Chart โ†’ To display customer demographics (gender, age group).
๐Ÿ—บ Map Visualization โ†’ To analyze sales distribution by location.
๐Ÿ’ฒ KPI Cards โ†’ To highlight Total Sales, Orders, & Revenue.

๐‘บ๐’•๐’†๐’‘ 5: ๐‘จ๐’๐’”๐’˜๐’†๐’“ ๐‘ฒ๐’†๐’š ๐‘ฉ๐’–๐’”๐’Š๐’๐’†๐’”๐’” ๐‘ธ๐’–๐’†๐’”๐’•๐’Š๐’๐’๐’” ๐’˜๐’Š๐’•๐’‰ ๐‘ซ๐’‚๐’•๐’‚.
1๏ธโƒฃ Which month had the highest sales?
2๏ธโƒฃ Who purchased more โ€“ men or women?
3๏ธโƒฃ Which products were bestsellers?
4๏ธโƒฃ Which states contributed the most to sales?
5๏ธโƒฃ What is the return rate?

๐‘บ๐’•๐’†๐’‘ 6: ๐‘ช๐’“๐’†๐’‚๐’•๐’† ๐’‚ ๐‘ญ๐’Š๐’๐’‚๐’ ๐‘น๐’†๐’‘๐’๐’“๐’• & ๐‘บ๐’‰๐’‚๐’“๐’† ๐‘ฐ๐’๐’”๐’Š๐’ˆ๐’‰๐’•๐’”
Report Structure:
1๏ธโƒฃ Executive Summary โ€“ Key takeaways from the sales analysis.
2๏ธโƒฃ Sales Performance Overview โ€“ Total revenue, orders, and growth trends.
3๏ธโƒฃ Customer Behavior Insights โ€“ Gender, age, location-based segmentation.
4๏ธโƒฃ Sales Channels Comparison โ€“ Online vs. retail store performance.


Here's a step-by-step explanation to help you create or update your resume based on the one provided:1. Personal Informa...
14/10/2024

Here's a step-by-step explanation to help you create or update your resume based on the one provided:

1. Personal Information (Header Section)
What to include:
Name
Phone Number
Email Address
LinkedIn Profile (optional but recommended for professional visibility)
Optional: A link to an online portfolio or website if applicable.

2. Education
What to include:
List your most recent education first (reverse chronological order).
Mention your degree, institution, location, and dates attended.
Optional: Include relevant coursework, awards, or honors.

3. Professional Experience
What to include:
Job title, organization name, location, and dates.
List your achievements, not just responsibilities (quantify them if possible).
Use bullet points and action verbs (e.g., "analyzed," "developed," "managed").

4. Academic Projects
What to include:
List any relevant projects or internships youโ€™ve completed during your academic career.
Provide a brief description of the project and your role.
Include measurable results if available.

5. Extracurricular & Volunteer Experience
What to include:
Volunteer activities, societies, and leadership roles outside your academic/professional life.
Highlight transferable skills like leadership, communication, or community engagement.

6. Honors and Awards
What to include:
List scholarships, recognitions, and awards relevant to your academic and professional growth.
Include the date you received the award.

7. Additional Information
What to include:
Mention any technical skills, languages spoken, or certifications.
List them in bullet points for easy reading.

General Tips for Formatting:
Font and size: Use a professional font like Arial or Times New Roman, size 10-12.
Sections: Use clear section headings (e.g., Education, Experience, Skills) and make sure they stand out.
Bullet points: Use them to make the resume easy to scan.
Consistency: Ensure consistency in date formats, font sizes, and layout.

Attended the International Conference on Navigating Pakistan's Climate Action Path: Adaptation, Finance, and Technology ...
26/09/2024

Attended the International Conference on Navigating Pakistan's Climate Action Path: Adaptation, Finance, and Technology organized by in collaboration with , where experts discussed strategies for climate mitigation and indigenous adaptation solutions for Pakistan. It was insightful to hear from ehman Dr. Muhammad Faisal Ali, Aisha Khan Khan, Dr mazhar Hayat, Dr. Samuel Rizk, and Mr. Jamil Ahmad about the urgent actions needed to address climate change in our region

Data distribution
16/09/2024

Data distribution

The total area of Gilgit-Baltistan is 72,496 sq km, with diverse land distribution across its divisions and districts. T...
11/09/2024

The total area of Gilgit-Baltistan is 72,496 sq km, with diverse land distribution across its divisions and districts. The region is divided into three divisions and ten districts: Diamer-Astore Division, covering 12,645 sq km; Baltistan Division, spanning 29,016 sq km; and Gilgit Division, encompassing 30,835 sq km.

According to the G-B Agriculture Census 2010, the cultivated area covers 3,939 sq km, with 894 sq km of cropped land and 3,045 sq km designated as cultivable waste.
Source: GoGB

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Interview Schedule or Guide are the formats used in field work to collect qualitative data.
27/08/2024

Interview Schedule or Guide are the formats used in field work to collect qualitative data.

Strawberry AI project is focused on improving AI's problem-solving skills, making strides towards achieving Artificial G...
02/08/2024

Strawberry AI project is focused on improving AI's problem-solving skills, making strides towards achieving Artificial General Intelligence (AGI). This involves the AI's ability to plan, reason, and conduct research similar to human capabilities. Reports suggest that Strawberry incorporates techniques such as "chain-of-thought" prompting, where the AI is trained to explain its reasoning process, potentially allowing it to self-improve over time by generating and refining its own dataโ€‹.

As we celebrate Eid ul-Adha, let us reflect on the principles of sacrifice, sharing, and community. Just as this blessed...
16/06/2024

As we celebrate Eid ul-Adha, let us reflect on the principles of sacrifice, sharing, and community. Just as this blessed occasion reminds us of the value of giving and compassion, may we strive to build an economy rooted in fairness, equity, and collective prosperity. Wishing everyone a joyous and prosperous Eid ul-Adha. May this festive season bring growth, stability, and harmony to our lives and the world economy.

Financial terms that you need to know.
13/06/2024

Financial terms that you need to know.

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