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‎.gitignore

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.vscode/settings.json

‎Images/company_compensation_comparison.png

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‎Images/optimal_skills.png

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‎Images/salary_trend_analysis.png

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‎Images/skill_tracking_premium.png

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‎Images/top_demanded_skills.png

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‎Images/top_paying_job_skills.png

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‎Images/top_paying_jobs.png

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‎Images/top_paying_skills.png

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‎Insights.xlsx

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‎Project/1_top_paying_jobs.sql

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@@ -6,6 +6,7 @@ Question: What are the top-paying data analyst jobs?
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- Why? Highlight the top-paying opportunities for Data Analysts, offering insights into employment options and location flexibility.
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*/
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-- Top 10 highest paying Data Analyst roles (Remote & India)
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SELECT
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jpf.job_id,
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jpf.job_title,
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]
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*/
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-- Top 10 highest paying Data Analyst roles (India)
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SELECT
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jpf.job_id,
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jpf.job_title,

‎README.md

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# SQL_Projects
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This is some text.
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# SQL Projects
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# Table of Contents
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- [Dataset Overview](#dataset-overview)
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- [Repository Structure](#repository-structure)
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- [Setup Instructions](#setup-instructions)
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- [Prerequisites](#prerequisites)
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- [Installation Steps](#installation-steps)
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- [Troubleshooting](#troubleshooting)
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- [Skills Required](#skills-required)
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- [Purpose](#purpose)
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- [Insights](#insights)
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# Dataset Overview
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This project utilizes a comprehensive dataset of global data job postings. To ensure complete reproducibility, all necessary files have been included in the repository.
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## Repository Structure
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The repository contains two main folders:
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- **csv_files**: Contains the raw dataset files
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- **sql_load**: Contains SQL scripts for table creation and data loading
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## Setup Instructions
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### Prerequisites
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- **PostgreSQL** (recommended for full compatibility)
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- **Excel** (For visualizations)
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- **Note**: While other RDBMS might work due to similar SQL syntax, PostgreSQL is preferred for guaranteed functionality
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## Installation Steps
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- Download the ZIP file from GitHub
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- Extract the contents to your desired location
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- Execute the SQL scripts located in the sql_load folder
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## Troubleshooting
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If you encounter permission-related issues during execution, refer to the detailed troubleshooting steps provided as comments within the SQL files.
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</br>
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# Skills Required
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To effectively understand and work with the queries in this project, you should be familiar with the following SQL concepts:
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- Basic SQL Statements
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- SQL Joins
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- Unions
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- Subqueries
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- Common Table Expressions (CTEs)
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- Window Functions
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- And more
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</br>
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# Purpose
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This project provides a collection of SQL queries designed to offer unique insights for **job seekers in the field of data analytics**. The queries enable users to explore the job market by analyzing key aspects such as top-paying jobs, high-demand skills, top-paying technical skills, salary trends, and more. Additionally, visualizations have been included to enhance understanding and make the data more accessible.
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</br>
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# Insights
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This section highlights key insights derived from the SQL queries, each supported by a visualization for better understanding. While not every possible permutation and combination is covered here, I highly encourage exploring the [SQL files](/Project/) directly for a more comprehensive view.
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[The Excel worksheet used for visualizations has been included for your reference.]
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</br>
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#### What are the top-paying data analyst jobs?
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<div align="center">
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<img src="/Images/top_paying_jobs.png" width="70%">
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<p>The role of a Data Analyst not only offers competitive compensation but also remains consistently in demand.</p>
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</div>
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</br>
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#### What skills are required for the top-paying data analyst jobs?
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<div align="center">
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<img src="/Images/top_paying_job_skills.png" width="70%">
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<p>While specialized skills often attract higher salaries, they come with trade-offs, such as limited job availability.</p>
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</div>
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</br>
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#### What are the most in-demand skills for data analysts?
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<div align="center">
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<img src="/Images/top_demanded_skills.png" width="70%">
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<p>Tools and languages like SQL, Excel, Python, Tableau, and Power BI continue to lead as the most in-demand skills in the industry.</p>
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</div>
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</br>
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#### What are the top skills based on salary?
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<div align="center">
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<img src="/Images/top_paying_skills.png" width="70%">
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<p>Similar to previous observations, niche technical skills consistently result in higher pay scales for professionals.</p>
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</div>
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</br>
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#### What are the most optimal skills to learn (aka it’s in high demand and a high-paying skill)?
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<div align="center">
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<img src="/Images/optimal_skills.png" width="70%">
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<p>Despite the complexity of the data, the conclusion remains steady: niche skills command a premium, while universally required skills like SQL and Excel offer solid but comparatively lower pay.</p>
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</div>
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</br>
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#### What is the month-over-month growth rate of average salaries for data analyst positions?
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<div align="center">
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<img src="/Images/salary_trend_analysis.png" width="70%">
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<p>Job listings see a noticeable spike mid-year before tapering off toward the end of the year.</p>
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</div>
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</br>
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#### How does each company's data analyst salary compare to the industry average, and which companies consistently pay above the market rate?
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<div align="center">
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<img src="/Images/company_compensation_comparison.png" width="70%">
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<p>Leading tech companies like Mantys, OpenAI, and Anthropic consistently offer salaries well above market standards, making them stand out as top-paying employers.</p>
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</div>
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</br>
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#### What is the salary premium for each skill compared to the running average of all data analyst positions?
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<div align="center">
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<img src="/Images/skill_tracking_premium.png" width="70%">
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<p>Across all visualizations, the trend is clear—niche skills lead to significantly higher salaries when compared to broader, in-demand technical skills.</p>
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</div>

‎results_csv/company_compensation_comparison.csv

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"name","avg_company_salary","overall_avg_salary","percentage_difference"
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"Mantys","650000","91931","607.05%"
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"ЛАНИТ","400000","91931","335.11%"
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"Torc Robotics","375000","91931","307.91%"
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"Illuminate Mission Solutions","375000","91931","307.91%"
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"Care.com","350000","91931","280.72%"
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"Anthropic","295000","91931","220.89%"
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"OpenAI","285000","91931","210.02%"
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"Google","254000","91931","176.29%"
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"Asana","235000","91931","155.63%"
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"Pinterest Job Advertisements","232423","91931","152.82%"
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"Genentech","230000","91931","150.19%"
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"CliftonLarsonAllen","225000","91931","144.75%"
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"GovCIO","225000","91931","144.75%"
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"MosaicML","220000","91931","139.31%"
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"Ball","218500","91931","137.68%"
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"Uclahealthcareers","217000","91931","136.05%"
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"F. Hoffmann-La Roche AG","215643","91931","134.57%"
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"Channel Personnel Services","210000","91931","128.43%"
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"Walmart Global Tech","203833","91931","121.72%"
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"ThinkingData","200000","91931","117.55%"
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"Airbnb","200000","91931","117.55%"
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"Snakorpio Group Inc.","200000","91931","117.55%"
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"Upstart","200000","91931","117.55%"
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"Withings","200000","91931","117.55%"
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"WINGS-ICT-SOLUTIONS","200000","91931","117.55%"

‎results_csv/optimal_skills.csv

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"skill_id","skill_name","skill_type","skill_count","avg_salary"
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0,"sql","programming","92628","96435"
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181,"excel","analyst_tools","67031","86419"
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1,"python","programming","57326","101512"
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182,"tableau","analyst_tools","46554","97978"
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183,"power bi","analyst_tools","39468","92324"
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5,"r","programming","30075","98708"
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186,"sas","analyst_tools","14034","93707"
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7,"sas","programming","14034","93707"
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196,"powerpoint","analyst_tools","13848","88316"
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188,"word","analyst_tools","13591","82941"
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189,"sap","analyst_tools","11297","92446"
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74,"azure","cloud","10942","105400"
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79,"oracle","cloud","10410","100964"
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76,"aws","cloud","9063","106440"
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61,"sql server","databases","8304","96191"
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8,"go","programming","7928","97267"
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215,"flow","other","7289","98020"
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22,"vba","programming","6870","93845"
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185,"looker","analyst_tools","6271","103855"
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80,"snowflake","cloud","6194","111578"
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187,"qlik","analyst_tools","5693","100933"
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4,"java","programming","5251","100214"
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92,"spark","libraries","5041","113002"
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233,"jira","async","4753","107931"
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199,"spss","analyst_tools","4711","85293"

‎results_csv/salary_trend_analysis.csv

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"job_posted_month","avg_monthly_salary","prev_month_avg_salary","monthly_diff","monthly_diff_percentage"
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"1","92966","","",""
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"2","94979","92966","2013","2.17%"
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"3","93524","94979","-1455","-1.53%"
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"4","94807","93524","1283","1.37%"
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"5","94298","94807","-509","-0.54%"
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"6","97636","94298","3338","3.54%"
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"7","98138","97636","502","0.51%"
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"8","98105","98138","-33","-0.03%"
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"9","92074","98105","-6031","-6.15%"
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"10","90216","92074","-1858","-2.02%"
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"11","86854","90216","-3362","-3.73%"
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"12","86639","86854","-215","-0.25%"

‎results_csv/skill_premium_tracking.csv

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"skill_name","avg_skill_salary","overall_avg_salary","percentage_difference"
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"svn","400000","102020","292.08%"
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"solidity","179000","102020","75.46%"
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"couchbase","160515","102020","57.34%"
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"datarobot","155486","102020","52.41%"
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"golang","155000","102020","51.93%"
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"mxnet","149000","102020","46.05%"
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"dplyr","147633","102020","44.71%"
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"vmware","147500","102020","44.58%"
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"terraform","146734","102020","43.83%"
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"twilio","138500","102020","35.76%"
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"gitlab","134126","102020","31.47%"
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"kafka","129999","102020","27.43%"
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"puppet","129820","102020","27.25%"
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"keras","127013","102020","24.50%"
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"pytorch","125226","102020","22.75%"
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"perl","124686","102020","22.22%"
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"ansible","124370","102020","21.91%"
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"hugging face","123950","102020","21.50%"
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"tensorflow","120647","102020","18.26%"
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"cassandra","118407","102020","16.06%"
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"notion","118092","102020","15.75%"
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"atlassian","117966","102020","15.63%"
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"bitbucket","116712","102020","14.40%"
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"airflow","116387","102020","14.08%"
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"scala","115480","102020","13.19%"

‎results_csv/top_demanded_skills.csv

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"skill_id","skill_count","skills","type"
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0,"92628","sql","programming"
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181,"67031","excel","analyst_tools"
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1,"57326","python","programming"
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182,"46554","tableau","analyst_tools"
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183,"39468","power bi","analyst_tools"
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5,"30075","r","programming"
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186,"14034","sas","analyst_tools"
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7,"14034","sas","programming"
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196,"13848","powerpoint","analyst_tools"
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188,"13591","word","analyst_tools"

‎results_csv/top_paying_job_skills.csv

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"job_id","job_title","company_name","job_schedule_type","job_location","avg_yearly_salary","skills"
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552322,"Associate Director- Data Insights","AT&T","Full-time","Anywhere","255829.5","sql"
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552322,"Associate Director- Data Insights","AT&T","Full-time","Anywhere","255829.5","python"
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552322,"Associate Director- Data Insights","AT&T","Full-time","Anywhere","255829.5","r"
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552322,"Associate Director- Data Insights","AT&T","Full-time","Anywhere","255829.5","azure"
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552322,"Associate Director- Data Insights","AT&T","Full-time","Anywhere","255829.5","databricks"
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552322,"Associate Director- Data Insights","AT&T","Full-time","Anywhere","255829.5","aws"
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552322,"Associate Director- Data Insights","AT&T","Full-time","Anywhere","255829.5","pandas"
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552322,"Associate Director- Data Insights","AT&T","Full-time","Anywhere","255829.5","pyspark"
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552322,"Associate Director- Data Insights","AT&T","Full-time","Anywhere","255829.5","jupyter"
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552322,"Associate Director- Data Insights","AT&T","Full-time","Anywhere","255829.5","excel"
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552322,"Associate Director- Data Insights","AT&T","Full-time","Anywhere","255829.5","tableau"
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552322,"Associate Director- Data Insights","AT&T","Full-time","Anywhere","255829.5","power bi"
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552322,"Associate Director- Data Insights","AT&T","Full-time","Anywhere","255829.5","powerpoint"
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99305,"Data Analyst, Marketing","Pinterest Job Advertisements","Full-time","Anywhere","232423.0","sql"
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99305,"Data Analyst, Marketing","Pinterest Job Advertisements","Full-time","Anywhere","232423.0","python"
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99305,"Data Analyst, Marketing","Pinterest Job Advertisements","Full-time","Anywhere","232423.0","r"
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99305,"Data Analyst, Marketing","Pinterest Job Advertisements","Full-time","Anywhere","232423.0","hadoop"
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99305,"Data Analyst, Marketing","Pinterest Job Advertisements","Full-time","Anywhere","232423.0","tableau"
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1021647,"Data Analyst (Hybrid/Remote)","Uclahealthcareers","Full-time","Anywhere","217000.0","sql"
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1021647,"Data Analyst (Hybrid/Remote)","Uclahealthcareers","Full-time","Anywhere","217000.0","crystal"
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1021647,"Data Analyst (Hybrid/Remote)","Uclahealthcareers","Full-time","Anywhere","217000.0","oracle"
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1021647,"Data Analyst (Hybrid/Remote)","Uclahealthcareers","Full-time","Anywhere","217000.0","tableau"
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1021647,"Data Analyst (Hybrid/Remote)","Uclahealthcareers","Full-time","Anywhere","217000.0","flow"

‎results_csv/top_paying_jobs.csv

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"job_id","job_title","company_name","job_schedule_type","avg_yearly_salary","job_posted_date"
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226942,"Data Analyst","Mantys","Full-time","650000.0","2023-02-20 15:13:33"
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547382,"Director of Analytics","Meta","Full-time","336500.0","2023-08-23 12:04:42"
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552322,"Associate Director- Data Insights","AT&T","Full-time","255829.5","2023-06-18 16:03:12"
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99305,"Data Analyst, Marketing","Pinterest Job Advertisements","Full-time","232423.0","2023-12-05 20:00:40"
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1021647,"Data Analyst (Hybrid/Remote)","Uclahealthcareers","Full-time","217000.0","2023-01-17 00:17:23"
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168310,"Principal Data Analyst (Remote)","SmartAsset","Full-time","205000.0","2023-08-09 11:00:01"
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731368,"Director, Data Analyst - HYBRID","Inclusively","Full-time","189309.0","2023-12-07 15:00:13"
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310660,"Principal Data Analyst, AV Performance Analysis","Motional","Full-time","189000.0","2023-01-05 00:00:25"
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1749593,"Principal Data Analyst","SmartAsset","Full-time","186000.0","2023-07-11 16:00:05"
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387860,"ERM Data Analyst","Get It Recruit - Information Technology","Full-time","184000.0","2023-06-09 08:01:04"

‎results_csv/top_paying_skills.csv

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"skill_id","skill_name","skill_type","avg_salary"
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224,"svn","other","400000"
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38,"solidity","programming","179000"
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65,"couchbase","databases","160515"
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206,"datarobot","analyst_tools","155486"
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27,"golang","programming","155000"
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109,"mxnet","libraries","149000"
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119,"dplyr","libraries","147633"
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73,"vmware","cloud","147500"
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212,"terraform","other","146734"
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250,"twilio","sync","138500"

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