6 Steps to Maximizing Value from Manufacturing Data
從製造業數據中實現價值最大化的6個步驟

Manufacturers have tons of data but often don't have the right tools to explore it. There's a wealth of potential that's just waiting to be unleashed. But if you don’t have those tools in place, where do you start? Follow these six steps to start getting the most value possible from your data.

製zhi造zao商shang有you海hai量liang的de數shu據ju，但dan往wang往wang沒mei有you正zheng確que的de工gong具ju來lai開kai發fa它ta。這zhe裏li有you極ji大da的de潛qian力li可ke挖wa。但dan如ru果guo你ni沒mei有you這zhe些xie工gong具ju，你ni該gai從cong哪na裏li開kai始shi？遵zun循xun這zhe六liu個ge步bu驟zhou，開kai始shi從cong你ni的de數shu據ju中zhong獲huo得de盡jin可ke能neng多duo的de價jia值zhi。

1. Data integration
1. 數據整合

In manufacturing, there’s an explosion of available data from new sensor sources, and legacy data systems struggle to process and combine this information with existing sources. Your business processes depend on clean, reliable data to produce the results you expect in terms of operational efficiency, customer satisfaction, financial performance, and more.

zaizhizaoyezhong，xinchuanganqicaijidekeyongshujujizeng
，erchuantongdeshujuxitongzaichulihezhenghezhexiexinxiyuxianyoulaiyuanfangmiancunzaikunnan。nideyewuliuchengyilaiyuqingchu、可靠的數據，從而帶來你在運營效率
、客戶滿意度
、財務業績等方麵所期望的結果。

Set up the right infrastructure to harmonize and centralize your data from any number or type of sources to ensure that common definitions are used throughout the organization while saving significant development time.

建立合適的基礎設施來協調和集中來自任何數量或源類型的數據，以確保在整個組織中使用通用定義，同時節省大量開發時間。

2. Data governance
2. 數據治理

Data governance is a major component of successful data management. It’s a continuous process for identifying which data is critical to your business and ensuring it stays at the right level of quality. The key is to identify the right type of governance framework for your enterprise and to define the processes employees need to follow.

數shu據ju治zhi理li是shi成cheng功gong的de數shu據ju管guan理li的de一yi個ge主zhu要yao組zu成cheng部bu分fen。這zhe是shi一yi個ge持chi續xu的de過guo程cheng，用yong於yu確que定ding哪na些xie數shu據ju對dui你ni的de業ye務wu至zhi關guan重zhong要yao

，並bing確que保bao它ta保bao持chi正zheng確que的de質zhi量liang水shui平ping。關guan鍵jian是shi要yao為wei你ni的de企qi業ye確que定ding正zheng確que類lei型xing的de治zhi理li框kuang架jia，並bing定ding義yi員yuan工gong需xu要yao遵zun循xun的de流liu程cheng。

Production, operations, and the business all look at success slightly differently. You’ll need to align and govern your data to make sure they’re all looking at the same picture.

生產
、運營和業務對成功的看法都略有不同。你需要調整和管理你的數據

，以確保他們目標一致。

3. Analytics
3. 分析

Data visualizations allow you to explore your data in a visually appealing format and draw conclusions that are critical to the success of your business. By taking data from disparate sources, transforming it, and displaying it in dashboards where end users can see and understand it, you can drill in and analyze important KPIs and metrics. Find gaps and root causes, and uncover trends with easily accessible advanced analytics.

shujukeshihuashininenggouyishijiaoshangxiyinrendegeshiliulanshuju，bingdechuduiqiyechenggongzhiguanzhongyaodejielun。tongguocongwanquanbutongdelaiyuanhuoqushuju，duiqijinxingzhuanhuan
，bingjiangqixianshizaizuizhongyonghukeyikandaohelijiedeyibiaobanzhong，nikeyishenrufenxizhongyaodeKPI和指標。借助易於訪問的高級分析，找出差距和根本原因，並揭示趨勢。

4. Stakeholder access
4. 利益相關方訪問

Stakeholder buy-in and continuous support are critical for data projects to succeed. Make sure to automate and share insights across the organization and allow everyone to see where things stand, any day, at all times.

liyixiangguanzhederentonghechixuzhichiduiyushujuxiangmudechenggongzhiguanzhongyao。quebaozidonghuabingzaizhenggezuzhineifenxiangjianjie
，rangmeigerensuishisuididounengkandaoshiqingdejinzhan。

5. Change management
5. 變革管理

Almost any significant technical or organizational initiative requires equally significant changes to the way people work. That organizational change needs to be actively managed in order for the project to be successful and generate the expected value. Train, enable, and support your team to ensure you have the right users in the right roles to ensure successful deployment.

幾ji乎hu任ren何he重zhong大da的de技ji術shu或huo組zu織zhi創chuang新xin都dou需xu要yao對dui人ren們men的de工gong作zuo方fang式shi做zuo出chu同tong樣yang重zhong大da的de改gai變bian。為wei了le使shi項xiang目mu成cheng功gong並bing產chan生sheng預yu期qi的de價jia值zhi

，需xu要yao積ji極ji地di管guan理li組zu織zhi變bian更geng。培pei訓xun
、啟用和支持您的團隊，以確保你擁有合適角色的合適用戶
，從而確保成功部署。

6. Evolution
6. 演進

Evolve as you continue to grow! Iterate based on learnings from steps one through five.

隨著你的不斷成長而發展！基於從第一步到第五步學到的知識進行迭代。