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IMA Advanced Management Accounting,CIMA考试管理级等级中高级管理会计,同时也适用于自己对于管理会计内容的自学
编辑于2020-08-06 15:06:36一图帮你搞懂NumPy库!根据编程“动物书”学习整理的Numpy笔记,供大家学习使用! NumPy是 Python 语言的一个扩展程序库,支持大量的维度数组与矩阵运算,此外也针对数组运算提供大量的数学函数库。
IMA Advanced Management Accounting,CIMA考试管理级等级中高级管理会计,同时也适用于自己对于管理会计内容的自学
IMA Advanced Management Accounting,CIMA考试管理级等级中高级管理会计,同时也适用于自己对于管理会计内容的自学
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一图帮你搞懂NumPy库!根据编程“动物书”学习整理的Numpy笔记,供大家学习使用! NumPy是 Python 语言的一个扩展程序库,支持大量的维度数组与矩阵运算,此外也针对数组运算提供大量的数学函数库。
IMA Advanced Management Accounting,CIMA考试管理级等级中高级管理会计,同时也适用于自己对于管理会计内容的自学
IMA Advanced Management Accounting,CIMA考试管理级等级中高级管理会计,同时也适用于自己对于管理会计内容的自学
Data and Information
Data and Information
data is the initial input of raw data, facts and figures.Data is then processed to create an output of meaningful information.
Type of data
按性质分
Quantitive data
facts and fugures that can be measured numerically
企业一般会两种数据都结合使用,两者同样重要
Qualittive data
more subjective and often relates to experiences and opinions
qualititive data can provided more in-depth insight than quantitive data
按获取手段分
Primary data
obtained for a specific purpose
自己制定并调查的获得的针对自己问题的相关数据
Secondary data
involves using statistics and research conducted by others.
this type of research will probably not effective, but it can be far more cost-effective
按数据时间跨度分
cotinuous data
Continuous data will need analysing every time to see where the business is doing well and where it is going wrong.
ad hoc data
Ad hoc data is usually a one-off requirement for a specific issue.
characteristics of good data/information
Reliable
relevant
information should directly relate to the business or decisions
clear
information needs to be presented in a well-analysed and digestible manner,同时要考虑听众,尽量不要使用过于高深的专业词汇
accurate
get to the right person at right time
cost-efficient
the information must outweigh the costs of sourcing/consolidating it
Sources of information
internal sources of information
financial information
used in an accounting system is gathered from various internal sources, such as bank statements, cash books and sales ledgers.
management information
external sources of information
data must be sourced from various external outlets, sorted for relevance, analysed and then reported to management.
来源分类
business contacts业务联系
customers;supliers
Trade association贸易协会
trade journals
News and Media新闻媒体
financial times;news websites
government sources政府来源
employment news;tax authority notices
相比起内部信息,外部信息在可靠性,准确性方面有待商榷,在使用时需要考虑其质量
Big Data
Big data describes large volumes of data from a wide variety of sources which can be processed to produce useful information for a range of decision-making purposes.
Big data has the potential for almost universal application
challenges of big data
volume
Increasing volumes of data mean that there is a lot more to manage, and it is harder to extract key information from it
velocity周转率
There is an increasing speed of data in and out, which means that data can quickly change; therefore, information analysis needs to be quick in order to spot and react to the latest change
variety
The range of data types and sources of data can be varied, making analysis difficult, e.g. data in different IT systems in an organisation are difficult to bring together in order to analyse linkages
veracity
The extent to which you can rely on the data. This includes the accuracy of figures and also the trustworthiness of the information. For example, a disgruntled customer giving a product 1 out of 10 for everything because of one small issue with one small part- it is not a true reflection of the quality.
7 stages of the big data process
capture
what data? how to collect it
storage
where sotred? IT needs?
curation管理
organising the data
analysis
examining data to create useful information
visualisation
presenting data in a clear simple way
search
allowing users to search for relevant information
data sharing and transfer
sending relevant information to key people
uses of big data
able to produce better products, ensure that the right amount of stock is available in the right places, target marketing campaigns better and price products in a way that attracts more custom based on past buying patterns.
Recognising a trend is one thing, but being able to understand and justify the reason behind a trend is even more valuable.
the uses of the elements of big data
sales data
customer behaviour
use demographics to identify potential customers and help to discover new niche markets by grouping people in terms of behaviours and interests.
assis with company logistics decisions
product line
stock
delivery timeables
customer value
target offers and coupons to appropriate customers.
cost bahaviour
Using big data, companies can pinpoint and deal with the causes of a fall in profit levels, which may be different in different outlets.
Data threats
Risks to data and company information are generally referred to as cyber risks.
Types of cyber risk
hacking
computer viruses
需要用户行为触发其运行
computer worms
不需要用户触发,可自动运行
physical damages
Controls
physical controls
unauthorised access
theft
administrative controls
Administrative controls are formalised standards, rules and procedures for the use of systems.
controls
checking data input against control totals
authorisation of transanctions before processing
authorisation of system changes
undertaking regular backups
passwords
encryption加密
anti-virus software
application controls
IT application or program controls are fully automated (i.e. performed automatically by the systems) and designed to ensure the complete and accurate processing of data, from input through to output.
controls
completeness checks
validity checks
identification
authorisation
forensic controls 检查控制