德勤:42%的高管认为人工智能将在2年内变得“至关重要”
文/KYLE WIGGERS
企业正在加大对人工智能(AI)技术的投资。这是德勤在《企业报告》(Enterprise report)中对1100多家美国公司的IT和高管进行的调查中得出的最大结论。
德勤技术、媒体和电信中心的执行董事杰夫·劳克斯博士说:“企业对人工智能提高业绩和竞争力的潜力感到兴奋,这是有充分理由的。”但要实现这一潜力,企业必须承担风险,解决人才短缺问题,并做好执行工作。尽管人工智能的优势是显著的,但仓促行事可能会让公司陷入无路可逃的境地——应用人员无法扩大规模,或者项目没有商业利益。
采用增长
该报告将人工智能的采用分为四类:机器学习,即统计模型开发能力和随着时间的推移自主提高性能的能力;深度学习是一种涉及神经网络的机器学习方式;自然语言处理,从文本中解析意义的能力;计算机视觉,从视觉元素中提取意图的技术。
调查显示,自然语言处理在增长方面超过了所有其他类别,62%的公司称已经采用了自然语言处理(高于一年前的53%)。机器学习以58%(同比增长5%)位居第二,计算机视觉和深度学习紧随其后,分别以57%和50%的使用率紧随其后(较2017年增长16%)。
德勤认为,投资的增加与增长有关。约37%的高管表示,他们的公司已经拨出500万美元或更多用于“认知”技术,比如深度学习和机器学习,包括带有人工智能的企业软件。55%的人说他们已经发射了6个或更多的试飞员(去年这个比例是35%),58%的人说他们已经完成了6个或更多的试飞员(上升了32%)。
这种热情——加上高管们“追赶竞争对手”的强烈愿望——正推动ai即服务解决方案的全球年增长率达到48.2%。(德勤(Deloitte)将全球认知技术市场的规模定为191亿美元。)它有一些紧迫性;42%的受访高管认为,在未来两年内,采用人工智能将具有“至关重要的战略意义”,有些人已经开始看到成效。
超过80%的人说他们的人工智能投资带来了经济回报,特别是在技术、专业服务、媒体和娱乐/电信行业。德勤(Deloitte)以Netflix为例:这家流媒体巨头发现,如果客户搜索一部电影90秒,他们就会放弃。但通过使用人工智能来改善搜索结果,谷歌能够节省约10亿美元的潜在损失。
其他成本节省可能来自裁员。大多数受访者(63%)预计人工智能将使目前由人类工作人员监管的任务自动化。也就是说,78%的人认为认知技术能让人们做出更好的决定,72%的人和78%的人认为认知技术能提高工作满意度,并“为新的工作方式提供动力”。
这些发现与以前的报告一致。
世界经济论坛(World Economic Forum)、普华永道(PricewaterhouseCoopers)和高德纳(Gartner)预测,到2025年,人工智能可能会裁员多达7500万人。
此外,麦肯锡全球研究所(McKinsey Global Institute)今年预测,需要“低数字技能”的工作比例可能从目前的40%降至2030年的30%,因为需要更高技能的工作比例可能从40%升至50%。
麦肯锡分析师称,这些和其他劳动力市场的变化将导致未来10年国内生产总值(GDP)增长1.2%,并有助于在未来12年获得额外的20- 25%的净经济效益(相当于全球13万亿美元)。
人工智能的担忧
尽管人工智能的应用速度在加快,投资回报也令人印象深刻,但在回应调查时,高管们对人工智能表达了保留意见。
超过20%的人将“网络安全漏洞”列为一个关键问题,43%的人将“基于人工智能/认知建议做出错误的战略决策”列为前三名。与此同时,约39%的人将人工智能在关键任务或生死关头的失败列为他们的担忧之一。
人工智能的法律、监管和道德问题仍然是企业界的绊脚石。十分之一的受访者表示,他们对与人工智能系统相关的法律和监管风险感到高度焦虑,三分之一的高管提到了道德风险——尤其是人工智能制造或传播虚假信息的能力。
德勤表示,这些担忧在一定程度上是由于某些系统固有的不透明性。
“人工智能采用者面临的一个挑战是,机器学习的复杂性越来越高,深度学习神经网络也越来越受欢迎,这种神经网络的行为就像黑匣子一样,常常产生高度精确的结果,却没有解释这些结果是如何计算出来的,”报告作者写道。
认知技术人才——或者说是缺乏——也是一个问题。约30%的高管表示,在他们各自的组织中,人工智能是一个主要问题,超过20%的高管集体表示,他们发现人工智能软件开发人员、数据科学家、用户体验设计师、变更管理专家、项目经理、商业领袖和主题专家都存在不足。
最需要的人才是人工智能研究人员发明新的算法和系统。
该报告的作者写道:“雇佣和培训高能力人工智能专家的需求持续存在。”“拥有这种对人工智能/认知技术的承诺的公司,很可能在很长一段时间内都将面临技能缺口。”
尽管人们对人工智能有着明显的热情,但高管们对所涉及的挑战却持现实态度。约56%的受访者表示,认知技术将在三年内改变他们的公司,低于去年76%的比例。
尽管如此,高管们对人工智能工具的总体反应“相当乐观”。
报告作者写道:“我们相信,高管们已经认识到,使用认知技术来推动业务领域的变革是很复杂的,同时他们也不希望实现这一目标。”“尽管它们面临挑战,但我们调查的许多公司在将人工智能整合到运营和客户关系中并取得早期成功,并获得了经济效益。”他们对自己迄今取得的成功充满热情,对这些技术在不久的将来改造公司的潜力充满热情。
原文链接:Deloitte: 42% of executives believe AI will be of ‘critical importance’ within 2 years
Deloitte
2018年10月22日
Deloitte
人力资源正在引领向Chatbot 2.0时代转型
人力资源部门是企业聊天机器人的早期采用者之一,使用它们可以更有效地与员工交流互动。员工可以不用向他们的人力资源负责人询问一些基本问题,例如“什么时候是发薪日?”或“我今年剩下多少假期?”他们可以问聊天机器人。支持聊天机器人的机器学习使用户能够使用自然语言命令进行虚拟对话——他们提出一个简单的问题,并在需要时获得简单的答案。现在,这些功能正在不断发展。我们正处于Chatbot 2.0时代的风口浪尖,人工智能(AI)实际上了解了员工的角色和需求,并在用户提出问题之前提供信息。
从招聘到员工培训、建立更好的员工关系,这种演变将提高聊天机器人的胜任能力,从而减轻人力资源专员们所承担的大量耗时耗力的工作。
问题的关键是获得分析和使用HR收集的不断增长的虚拟数据库的能力,这也是推动人力资源专业人士采用聊天机器人和其他人工智能技术的原因。德勤(Deloitte)咨询公司Bersin的研究发现,近40%的公司在人力资源部门使用人工智能。
“人力资源是人工智能的一个很好的发展领域,因为许多人力资源实践都是'亲力亲为',具有文化性质,可以更好地处理数据,”该公司负责人兼创始人乔希·贝尔辛补充道。
考虑聊天机器人为招聘流程节省下时间并提高了效率,人力资源部门将回答招聘人员的问题,安排和举行初步面试,以及背景调查的责任转移给聊天机器人。如果初次面试进展顺利,人力资源专员将接管安排后续的电话或面对面访谈,并进行评估。
随着人工智能变得越来越强大,人力资源聊天机器人正在重新定义企业员工的体验。 人力资源的人工智能机器人将简化和个性化人力资源流程 -——招聘,入职,常见问题解答,员工培训,员工福利,年度审核等。聊天机器人将进行访谈,分析招聘人员的答案,然后分析数据进行预测新员工的可能表现,并就是否应该继续通过招聘渠道提出建议。人力资源部门不需要涉及这个过程,直到聊天机器人创建一份准备进行最后一轮面试的高素质候选人名单。
员工培训计划是人力资源部门整合聊天机器人的另一个核心职责,通常是与其他业务部门携手合作。科勒(Kohler)印度的销售和人力资源团队最近推出了一个销售培训机器人,科勒的团队成员可以通过Facebook Messenger应用程序访问该机器人。如今,它还提供按需产品信息和培训。越多员工使用它,人工智能将越快“学习”个别员工,从而能够更加主动地分享内容。例如,聊天机器人将管理和评估各个销售人员的培训需求。如果发现一名员工正在努力学习特定课程,它将提供有用的信息,而不会强迫员工及其经理安排会议。
当您想到聊天机器人时,您记得的第一件事可能是您最近一次向Siri或Google智能助理询问驾驶路线,或您在智能手机上与您最喜欢的品牌进行的最后互动。自然语言处理(NLP)技术使公司鼓励他们的客户以一种既方便又个性化的方式与他们互动。
您希望为您的员工(也就是您的内部客户)创建相同的体验,尤其是那些已经习惯于全天候访问信息的千禧一代。随着我们进入Chatbot 2.0时代,支持AI的聊天机器人将变得更智能,更强大,使人力资源专业人员可以花更少的时间收集和评估数据,并有更多时间采取行动。
注:以上内容由AI翻译,观点仅供参考。
原文链接:HR is Leading the Transition to Chatbot 2.0 Era
Deloitte
2018年09月06日
Deloitte
人力资源和工作流程——生产力系统 HR & the flow of work – Systems of Productivity文/J Jerry Moses
文章导读:
在TechHR18会议的第2天,德勤(Deloitte)的Bersin创始人乔什•伯辛(Josh Bersin)对新一代招聘、管理、学习、职业和员工体验工具是如何从根本上扰乱市场进行了分析。
他认为:技术与商业问题相一致,技术才有意义。
以下是Josh Bersin在TechHR 18会议上对人力资源技术趋势的一些见解:
技术、自动化、机器人技术都在发挥作用!
生产力是一个问题!
作社会型企业!
持续的性能管理具有巨大的影响——获取工具
大型人力资源技术供应商没有跟上步伐
人才管理需要工具来处理
我们给员工发工资方式将会被打乱
企业学习才是真正的事情!
员工福利市场具有真正的潜力
软件市场正在成长
员工体验进入工作流程
英文原文:
On Day 2 of TechHR18, Josh Bersin,Founder of Bersin by Deloitte, presents a research-based analysis of how a new generation of recruiting, management, learning, career, and employee experience tools are radically disrupting the marketplace
Micro trends are driving change – changes in the HR technology landscape, the way we work, and particularly, the changes in how organizations are being managed and are managing. The world of HR and HR tech is undergoing a significant shift. HR is now over Cloud, Social and Mobile – this is the time for a new breed of systems - intelligent platform strategies that are making HR and its processes real-time, productive, agile and data-driven.
But “Nothing in technology makes sense unless its aligned with the business problems we are trying to solve” as Josh Bersin says. Here are a few insights on HR tech trends from Josh Bersin’s session at TechHR’18.
Technology, Automation, Robotics are here and they work!
According to Bersin’s research, 45 percent of companies are still focused on basic process automation. The business ecosystem is almost a decade into the economic growth, and has a plethora of generations working together in it. We are living longer, the average career spans 70-75 years, and technology is disrupting where we work along with our daily lives. Most of HCM trends, technology, robotics, AI, automation, is actually becoming real. However, we don’t know what to deal with it all because most companies are still struggling with the challenges of the right skills, structures, organizational design, and rewards systems.
Productivity is an issue!
Productivity is lagging. The real key for HR going forward is becoming the Chief of Productivity. If employees use products and tools that the organizations provide to them, employes will feel better, happier, and engaged. And this is the secret of what is going to happen to HR technology – building systems for the HR that make people productive. With agility, team-centric organizations, burnout is becoming an issue while employee engagement and communication tools are overwhelming employees. This is the time for businesses to build HR software that really improves productivity and helps teams work better together?
Business as a social enterprise!
CEOs are now being asked to take social positions on topics and act on behalf of communities, stakeholders, shareholders, and employees and customers. The future of business is in becoming a socially conscious enterprise and here, the most important thing would to be to develop a technology strategy that provides purpose, meaning, transparency and fairness. Businesses can no longer afford to buy technology that implements practices that someone else coded.
Continuous Performance Management has a huge impact – get the tools
Continuous performance management is transformative. It really and truly works! Ratings will not go anywhere but the crucial part will be to build newer and continuous processes for goal setting, coaching, evaluation, and feedback. This is time for organizations to reconsider performance philosophy. Even with the success of the cloud HCM vendors in the market, a comprehensive solution for performance management is not available. “Team-centric” tools will be the future of HCM market in the future.
Big HR Tech vendors are not keeping up
Most of the ERP vendors are struggling to keep up with the evolution and changes in the business ecosystem. ERP vendors are not getting good marks for ease of use, integration, or value to the end users or employees. There is a stiff competition in the ERP market and it is becoming crowded.
Talent management is done!
The whole idea of Talent Management was about pre-hire to retire. But we don’t work like that anymore. Most of us work at many companies during our careers and organizations are also going through change, disruption and reorganization. Managing employees through the entire lifecycle is not really the problem but managing employees in a new management environment that is about teams, empowerment, mission, purpose, clarity and transparency of goals. It’s a totally different management environment and we need tools to deal with that.
How we pay people will be disrupted
The most disrupted area of HR to come is the way we pay people. Only 1 in 5 companies believes that their rewards system is actually aligned with their corporate strategy. We are still paying people the way we did in the past — salary bands, annul reviews, policies of secrecy and who is getting paid what – all this will be disrupted and we will have a whole new set of tools for employee experience.
Corporate Learning is the real deal!
Platforms like Degreed and Edcast are transforming corporate learning — experience platforms, micro-learning platforms, modernized LMS systems, AI-based systems to recommend learning, find learning, and deliver learning, and Virtual Reality-based learning are giving employees and organizations all the things they need.
Employee wellbeing market has the true potential
It’s all about the moments that matter. There is a need to improve productivity but there is a significant impetus on employee wellbeing, reducing the cognitive overload and augmenting human performance. This vendor market is moving fast. The new world of work will be about “engagement, productivity, and wellbeing” all in one.
ONA software market is now growing
With the explosion of HRMS data, wellbeing data, networking data, among many other forms of structured and unstructured data, HR is struggling to deal issues of ethics, privacy, and becoming more transparent about the analytics they are doing. The Organizational Network Analytics is growing and so is a new world of “relationship analytics”. People Analytics will guarantee success.
Getting into the Flow of Work
Employee experience is the buzzword and we are trying to reform it in a way that applies and improves the work experience of every individual in an organization. Organizations define employee experience as a project of looking at the moments that matter, transitions, periods of time in career where one is stressed and what can HR do to make that easier. But none of the tools are designed to measure or map something like this. All tools are designed for the HR function, not this. There is a new category of software being built to help HR with the employee experience - to shield employees from the complexities of the backend HR systems and deliver all the different things the HR does in the flow of work.
Deloitte
2018年08月07日
Deloitte
Fortune评出美国最适合父母工作的50佳公司,Workday 排第一The 50 Best Workplaces for Parents
By Fortune Editors November 28, 2017
1. Workday
Courtesy of Workday, Inc.
U.S. headquarters: Pleasanton, Calif.
Industry: Information Technology
No. U.S. employees: 5473
Parental Benefits
Fertility treatments covered by health plan: Yes
Total maternity leave: 100 days
Fully-paid maternity leave: 100 days
Total paternity leave: 100 days
Fully-paid paternity leave: 60 days
Parental leave after adoption: 60 days
Parental-leave benefits to part-time employees: Yes
On-site or near-site child care center: Yes
Employees say:
“Management makes it very clear that personal lives come first and work is to be balanced with your outside life. We focus a lot on personal health from things like exercise, taking time off, team building events and simply having fun.”
“Workday encourages a work/life balance which has allowed me to spend more time with my family. I did not have this with my past employer who expected me to always be available and even made me feel guilty for taking maternity leave. With Workday I am now able to volunteer with my children’s activities and actually spend extra time with my family. This has made an enormous difference in my overall well-being and happiness.”
2. Ultimate Software
Courtesy of Ultimate Software
U.S. headquarters: Weston, Fla.
Industry: Information Technology
No. U.S. employees: 3972
Parental Benefits
Employees who telecommute: 50%
Fertility treatments covered by health plan: Yes
Total maternity leave: 60 days
Fully-paid maternity leave: 50 days
Total paternity leave: 60 days
Fully-paid paternity leave: 20 days
Parental leave after adoption: 60 days
Parental-leave benefits to part-time employees: No
On-site or near-site child care center: Yes
Employees say:
“I just returned from my four weeks of paid paternity leave and it was a once in a lifetime experience! Most companies still do not recognize the value a father can provide to his family after the birth of a child, so we are blessed that Ultimate does!”
“Words can’t even express how thankful I am to work for Ultimate Software. From the first day that I’ve arrived it has been a blessing. From the company paid benefits for my entire family, to the stock given which helped us to have our first home built, to all of the company perks given on a day-to-day basis, to the wonderful people and the work/life balance. I hope to retire here.”
3. Deloitte
Courtesy of Deloitte
U.S. headquarters: New York City
Industry: Professional Services
No. U.S. employees: 55608
Parental Benefits
Employees who use flexible schedules: 95%
Employees who telecommute: 95%
Employees who use compressed work weeks: 1%
Fertility treatments covered by health plan: Yes
Total maternity leave: 120 days
Fully-paid maternity leave: 120 days
Total paternity leave: 80 days
Fully-paid paternity leave: 80 days
Parental leave after adoption: 80 days
Parental-leave benefits to part-time employees: No
On-site or near-site child care center: Yes
Employees say:
“Executive leadership tries to create an atmosphere of good work/life balance. Benefits are very competitive including a wellness benefit, 16-week paid caregiver leave, sabbatical program and retirement pension plan fully funded by firm.”
“Firm flexibility has had significant impacts to my personal life. I have a daughter who has special needs which often has me out of the office for specific therapies and appointments. Both client, management and team has fostered a culture of allowing and demonstrating an understanding of these unique issues to help adapt to my schedule.”
4. Comcast NBCUniversal
Jeff Fusco—AP for Comcast
U.S. headquarters: Philadelphia
Industry: Telecommunications
Parental Benefits
Fertility treatments covered by health plan: Yes
On-site or near-site child care center: Yes
Employees say:
“The new Parental leave policy is a huge win! I love that fact that even though we are a Fortune 50 company people genuinely care about your wellbeing and your life outside of Comcast.”
“Working for Comcast has literally changed my life and been one of the biggest blessings in my life! When I started at Comcast, I was also tackling being a first-time single mother. There were definitely days that were challenging and hurdles to tackle but I would not be in the position I am today if it were not for my supervisor and support team coaching and encouraging me along the way. Comcast genuinely cares about employees and their career development.”
5. Salesforce
Jakub Mosur Photography
U.S. headquarters: San Francisco
Industry: Information Technology
No. U.S. employees: 17417
Parental Benefits
Fertility treatments covered by health plan: Yes
Total maternity leave: 130 days
Fully-paid maternity leave: 0
Total paternity leave: 130 days
Fully-paid paternity leave: 0
Parental leave after adoption: 130 days
Parental-leave benefits to part-time employees: Yes
On-site or near-site child care center: Yes
Employees say:
“Work life integration is the best I have ever had in my career. The job is fast-paced and demands are high, but I’m empowered and measured on my deliverables. I’m given the flexibility to manage my schedule so that I can be present with my family.”
“The maternity leave policy is awesome. It was great to take six months maternity leave to bond with my child. I was also given some additional time off and flexible work from home options on return. This is a godsend as many companies I know do not give any maternity leave to begin with. It greatly reduced my mental stress in returning back to work after a break.”
6. Edward Jones
Courtesy of Edward Jones
U.S. headquarters: St. Louis
Industry: Financial Services & Insurance
No. U.S. employees: 42950
Parental Benefits
Employees who telecommute: 20%
Fertility treatments covered by health plan: No
Total maternity leave: 120 days
Fully-paid maternity leave: 120 days
Total paternity leave: 14 days
Fully-paid paternity leave: 14 days
Parental leave after adoption: 120 days
Parental-leave benefits to part-time employees: Yes
On-site or near-site child care center: No
Employees say:
“You have the opportunity to build a career to whatever level of success you desire. You can have as flexible of a schedule as you want as long as you run an ethical and profitable branch.”
“A new [Parental Leave of Absence] benefit was added last year, that I was able to take advantage of: My husband and I adopted one of our foster children. I was able to take time off from work to help her settle in and adjust to the new horizon she was becoming a part of.”
7. Cooley
Courtesy of Cooley LLP
U.S. headquarters: Palo Alto, Calif.
Industry: Professional Services
No. U.S. employees: 1892
Parental Benefits
Employees who use compressed work weeks: 1%
Fertility treatments covered by health plan: Yes
Total maternity leave: 130 days
Fully-paid maternity leave: 80 days
Total paternity leave: 60 days
Fully-paid paternity leave: 35 days
Parental leave after adoption: 130 days
Parental-leave benefits to part-time employees: Yes
On-site or near-site child care center: Yes
Employees say:
“In addition to the generous leave policy for parents, Cooley permits employees to gradually ease back into their work schedule for six months after returning. This benefit was invaluable in enabling me to return back to work.”
“I have been with Cooley for 17 incredible years. I am a parent to six kids and never once have I felt like I’ve had to make a choice between being a great parent and a great lawyer here at Cooley. It truly is a ‘best of both worlds’ kind of place. My work schedule is incredibly busy but also very flexible so that I can fully meet my parental responsibilities to all my kids and still also fully meet my responsibilities to clients and colleagues. A completely supportive environment with respect to families is what we have here at Cooley—a rare thing indeed for a large international law firm.”
8. SAP America
Courtesy of SAP America
U.S. headquarters: Newtown Square, Penn.
Industry: Information Technology
No. U.S. employees: 18379
Parental Benefits
Employees who use flexible schedules: 100%
Employees who telecommute: 100%
Fertility treatments covered by health plan: Yes
Total maternity leave: 60 days
Fully-paid maternity leave: 60 days
Total paternity leave: 60 days
Fully-paid paternity leave: 30 days
Parental leave after adoption: 30 days
Parental-leave benefits to part-time employees: No
On-site or near-site child care center: No
Employees say:
“While in the middle of a very difficult set of diagnoses for my daughter, I was promoted to a highly visible position. I was not only able to take care of my family, but excel in my job because SAP’s flexibility and excellent training programs.”
“I think SAP is a great place to work to be a Working Mom. I have been able to reinvent my career a few times here to adjust to the changes in work life needs. My managers have always been very supportive. I was able to take advantage of the maternity leave program, part-time return to work programs, and vacation to care for my newborn. One of the biggest reasons woman leave the workforce is because they cannot balance caring for children and delivering on their career. At SAP, my managers helped me believe that I can do both and give me the support to do both.”
9. Kimley-Horn
Courtesy of Kimley-Horn
U.S. headquarters: Raleigh, N.C.
Industry: Professional Services
No. U.S. employees: 2805
Parental Benefits
Employees who use flexible schedules: 10%
Employees who use compressed work weeks: 96%
Fertility treatments covered by health plan: Yes
Total maternity leave: 60 days
Fully-paid maternity leave: 35 days
Total paternity leave: 60 days
Fully-paid paternity leave: 5 days
Parental leave after adoption: 60 days
Parental-leave benefits to part-time employees: No
On-site or near-site child care center: Yes
Employees say:
“Kimley-Horn’s support and recognition of women professionals and their emphasis on work-life balance is unparalleled. There is no feeling that there is a ‘glass ceiling’ present at Kimley-Horn.”
“I am truly allowed to be myself with this company. I don’t have to worry about not fitting in, because in order to fit in, you just have to be yourself. I have never worked at a company that had this genuine attitude towards its employees, and truly want each and every one of us to succeed not only in business, but in life as well.”
10. Wegmans Food Markets
Rich Schaub Photography
U.S. headquarters: Rochester, N.Y.
Industry: Retail
No. U.S. employees: 47084
Parental Benefits
Fertility treatments covered by health plan: Yes
Total maternity leave: 60 days
Fully-paid maternity leave: 30 days
Total paternity leave: 60 days
Fully-paid paternity leave: 0
Parental leave after adoption: 60 days
Parental-leave benefits to part-time employees: No
On-site or near-site child care center: No
Employees say:
“Wegmans allows me the time to be a mom, as well as understanding that I need to work as much as possible too. If my child is ill, leaving to get him is never as issue.”
“I am so very thankful for our benefits. Wegmans truly takes care of us. My wife and I have a child who has had special medical needs. We are so very grateful that Wegmans medical benefits have helped provide what we need for our child. I also love the people I work with. I feel like we are family working together to help our customers.”
Left 40 Others Best Workplace for Parents
11. American Express
12. Kimpton Hotels & Restaurants
13. Hyatt Hotels
14. Adobe Systems
15. USAA
16. World Wide Technology
17. PricewaterhouseCoopers
18. Genentech
19. VMware
20. Ernst & Young
21. Accenture
22. Zillow Group
23. Capital One Financial
24. Plante & Moran
25. West Monroe Partners
26. Squarespace
27. Orrick, Herrington & Sutcliffe
28. Intuit
29. NVIDIA
30. Progressive Insurance
31. Allianz Life Insurance Company of North America
32. Quicken Loans
33. Scripps Health
34. Hilton
35. First Horizon National
36. Point B
37. Marriott International
38. Navy Federal Credit Union
39. LaSalle Network
40. Crowe Horwath
41. SAS Institute
42. Total Merchant Services
43. PrimeLending
44. David Weekley Homes
45. Pariveda Solutions
46. Bank of America
47. Texas Health Resources
48. Roth Staffing Companies
49. T-Mobile US
50. Atlantic Health System
Original link:
http://fortune.com/2017/11/28/best-companies-working-parents/