网络科技

    今日:1231| 主题:245866
收藏本版
互联网、科技极客的综合动态。

[科技] The stupidity of Business Intelligence and why this ‘hot’ sector needs an A.I. .

[复制链接]
失心人lest 发表于 2016-10-2 09:16:03
77 6

立即注册CoLaBug.com会员,免费获得投稿人的专业资料,享用更多功能,玩转个人品牌!

您需要 登录 才可以下载或查看,没有帐号?立即注册

x

The stupidity of Business Intelligence and why this ‘hot’ sector needs an A.I. .-1 (identified,experience,department,investing,important)

  Several years ago I was working as the CTO of a major tech company with significant operations around the world. One morning while reviewing our daily collected figures I noticed and determined that we were facing a significant sales drop in one of our most important target regions that my team simply couldn’t explain. We immediately scrambled all the relevant people in our department and began combing through our data to try and identify what the problem was and how to fix it. In a matter of days, we had identified the source and created an effective way to counter the problem, yet the scars of the experience were lasting and deep.
  In the weeks that followed we pored over our protocol to identify what we could have done better to address the issue faster. We had been investing heavily in business intelligence solutions, we had action plans in case of a crisis and as soon as we identified the problem we jumped into action, but our company had still suffered substantial losses in potential revenue.
   The frustrating truth was that, apart from someone having miraculously stumbled upon the issue earlier, we were doomed to lose money that day. Simply put, the BI and analytics tools we were using were slow, reactive and ultimately not very good at anything other than visualizing data. And while a graph certainly makes it easier to ‘see’ patterns, it became clear that all our solutions were incredibly reactive and limited. This led us to the very difficult realization that the $16.9 billion BI industry is full of companies that aren’t all that intelligent and, in many cases, are actually making us dumber and slower.
  Battle for incremental improvements

  When Business Intelligence solutions were initially introduced, the excitement was palpable and well deserved. Tools like these were making the massive amounts of data sitting on servers around the world actionable, giving businesses a powerful ability to dig deeper into their processes and pull out critical insights.
  Yet, it seems that the competition for innovation in the period following the initial launch has failed to live up to the industry’s promise. The last few years have seen a major plateau in the pace and scale of innovation in the sector and the impact is being increasingly felt.
  Today, rivals are competing to add source integrations, create simpler user interfaces and more beautiful visualizations while losing sight of the wider goal of BI, which is to help businesses channel their data to make better decisions. The result is an increasingly frustrated market of CTOs and data analysts who are spending obscene amounts of time tweaking dashboards and standard deviation functions to try and access the types of information that they actually need.
  While BI providers are focusing on making incremental advances, the users of the products are suffering from the lack of foresight in the industry.
  The next Nokia?

  The shame of the current BI ecosystem is that the promise the sector once offered is now being overlooked as products consistently disappoint and fail to meet expectations. The most common sentiment being heard from the range of BI experts is that companies are increasingly looking to create their own systems to overcome the vast limitations of what is available on the market.
  The curse of incremental progress is literally pushing businesses away from the leading solutions and the impact will have a massive reach. Firstly, it will cause several leading tech brands to go the way of Nokia as they fail to keep up the inevitable innovation that will come to replace them. Secondly, an entirely new wave of BI tools will hit the marketing creating a huge amount of unrest in the sector as legacy players struggle to keep up. Vast amounts of capital will be invested, the M&A market will likely see a major influx. Many of the leading players — some of whom are publicly traded – will face intense scrutiny.
  The only question that remains is which technologies will drive this next wave?
  Autonomous BI

  Whether you prefer machine learning, deep learning, or Artificial Intelligence, the terminology is far less important than the capacity to teach systems how to analyze information autonomously. Returning to my own individual crisis, why couldn’t my solution alert me that a major decrease had occurred in my sales in a given region in real time? Why was it incapable of effectively narrowing down the range of potential sources for the issue based on the time and manner in which the incident occurred?
  All advances in A.I. are built on the premise that if we can teach machines to learn from their ‘experiences’ then they will be able to more effectively sort through new information and help us flag the pieces that we need to know about immediately. Obvious steps forward like the capacity to more effectively recognize seasonality or expected ‘unexpecteds’ will help lower the number of false positives and enable a far greater reliance on BI.
  Even more, the capacity to more quickly link a cause with an effect could drastically reduce the time it takes to prevent or handle a crisis limiting massive losses. The flip side is also true. As BI solutions are able to dig deeper, they will empower businesses to uncover unforeseen opportunities, creating new means of driving revenue and enabling far more insightful decisions.
友荐云推荐




上一篇:【猎云犀牛会茶聚】初创企业如何抓住小程序开发的红利
下一篇:《为战而生》或在11月变为免费制!官方:只是免费试用
酷辣虫提示酷辣虫禁止发表任何与中华人民共和国法律有抵触的内容!所有内容由用户发布,并不代表酷辣虫的观点,酷辣虫无法对用户发布内容真实性提供任何的保证,请自行验证并承担风险与后果。如您有版权、违规等问题,请通过"联系我们"或"违规举报"告知我们处理。

不再盼你 发表于 2016-10-2 11:23:56
在乎的人不明白,明白的人不在乎。
回复 支持 反对

使用道具 举报

SDSD 发表于 2016-10-2 11:30:06
有节操!
回复 支持 反对

使用道具 举报

黄国平 发表于 2016-10-2 11:39:58
一个人快活,两个人生活,三个人就是你死我活。
回复 支持 反对

使用道具 举报

曼青 发表于 2016-10-2 11:43:48
有些失望是无可避免的,但大部分的失望,都是因为你高估了自己。
回复 支持 反对

使用道具 举报

忲過傷憾 发表于 2016-10-4 04:27:36
那些路人甲乙丙丁在年生散场的剧场里将五彩纷呈和苍白无力潇洒的演绎。
回复 支持 反对

使用道具 举报

ningningy 发表于 2016-10-5 04:44:35
我也是坐沙发的
回复 支持 反对

使用道具 举报

*滑动验证:
您需要登录后才可以回帖 登录 | 立即注册

本版积分规则

我要投稿

推荐阅读

扫码访问 @iTTTTT瑞翔 的微博
回页顶回复上一篇下一篇回列表手机版
手机版/CoLaBug.com ( 粤ICP备05003221号 | 文网文[2010]257号 )|网站地图 酷辣虫

© 2001-2016 Comsenz Inc. Design: Dean. DiscuzFans.

返回顶部 返回列表