Big Data Analysis on Job Trends Using R

数据科学 计算机科学 自动汇总 探索者 大数据 分析 数据分析 推论 商业智能 领域(数学分析) 可视化 数据挖掘 人工智能 法学 数学分析 数学 政治学
作者
Somula Ramasubbareddy,Anish S. Walia,Ashish Kr. Luhach,G Kannayaram,E. Swetha
出处
期刊:Recent advances in computer science and communications [Bentham Science]
卷期号:14 (1): 100-108 被引量:5
标识
DOI:10.2174/2213275912666190801113359
摘要

Background: Nowadays, the demand for data science-related job positions have seen a huge increase due to the recent data explosion incurred by the industries and organizations globally. The necessity to harness and utilize the amount of information hidden inside these huge datasets for effective decision-making has become the need of the hour. However, this scenario is where a data analyst or a data scientist comes into play. They are domain experts who have the skillset and expertise to extract hidden meaning from data and convert them into useful insights. This work illustrates the use of data mining and advanced data analysis techniques such as data aggregation, summarization along with data visualization using R tool to understand and analyse the job trends in the United States of America (USA) and then drill down to analyse job trends for data science-related job positions from year 2011 to 2016. Objective: This paper discusses the general job trends in the US and how the job seekers are migrating from one place to another place using Visa for different titles, majorly for business analytics. Methods: Analytics is done using R programming, different functions of the programming on various parameters and inference is drawn on the result. Results & Conclusion: The aim of this analysis is to predict the job trends in line with demand, region, employers, wages in USD.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
花花完成签到,获得积分10
刚刚
整齐的冰巧完成签到,获得积分10
刚刚
香蕉觅云应助啦啦啦采纳,获得10
刚刚
kiki完成签到,获得积分20
刚刚
研友_8Y26PL完成签到,获得积分10
刚刚
wanci驳回了Lucas应助
1秒前
amy完成签到,获得积分0
1秒前
1秒前
KKK发布了新的文献求助10
1秒前
贾贡献应助毛毛弟采纳,获得10
2秒前
2秒前
Akim应助XKQ采纳,获得10
3秒前
wwww应助狂野的冰棍采纳,获得10
3秒前
3秒前
大方铁身发布了新的文献求助10
3秒前
LJJ完成签到,获得积分10
3秒前
molihuakai应助等待帆布鞋采纳,获得10
4秒前
万能图书馆应助fsz采纳,获得10
4秒前
欢呼善斓发布了新的文献求助10
4秒前
4秒前
cdercder应助Mniwl采纳,获得10
4秒前
4秒前
liangmh完成签到,获得积分10
4秒前
李爱国应助十三月的萧邦采纳,获得10
4秒前
5秒前
温暖的丹萱完成签到,获得积分10
5秒前
123完成签到,获得积分10
5秒前
5秒前
ug完成签到,获得积分10
5秒前
淡然的花卷完成签到,获得积分10
5秒前
6秒前
7秒前
苏白衣完成签到,获得积分10
7秒前
7秒前
金刚大王发布了新的文献求助10
7秒前
zy应助微服务采纳,获得20
7秒前
CZY发布了新的文献求助10
8秒前
8秒前
8秒前
HHH发布了新的文献求助10
8秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Autoparametric Resonance in Mechanical Systems 1000
Effects of Two Weeks of Red Light Therapy on Choroidal Thickness and Axial Length in Young Adults 700
Cosmos as Art Object: Studies in Plato's Timaeus and Other Dialogues 600
Management and the Arts 510
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
Common Foundations of American and East Asian Modernisation: From Alexander Hamilton to Junichero Koizumi 400
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7669121
求助须知:如何正确求助?哪些是违规求助? 9237316
关于积分的说明 19886511
捐赠科研通 7238307
什么是DOI,文献DOI怎么找? 3284248
关于科研通互助平台的介绍 2443022
邀请新用户注册赠送积分活动 2285959