• Future of Work
    人工智能在招聘中的3种实际用途 尽管所有候选人的经验都有炒作和兴趣,但人才董事会最近的一份报告显示,许多雇主都犯了一些重大失误:只有28%的受访候选人表示他们被告知他们没有被考虑担任角色,只有31%的人表示他们会在经验后重新申请特定组织。 在品牌和招聘人员的接触点上,组织和他们想要聘用的人员之间显然存在沟通失败。但任务已经不堪重负的招聘人员如果不是失败,单凭改善候选人沟通是缓慢成功的秘诀。 输入人工智能。这似乎有悖常理的是  人工 情报可以提供的洞察力和支持,以帮助招聘人员是更加个性化和真实的,但也有关键的用例添加AI到您现有的招聘高科技人性化候选体验。  AI可以提供洞察力和支持,帮助招聘人员更加个性化和真实 使用AI回复每个候选人 人力资源管理学调查发现,招聘人员平均需要9天才能开始筛选候选人,更不用说回到他们身上了。人才委员会报告近一半(47%)的候选人申请后两个多月没有收到回复。 那么AI如何提供帮助? 具有讽刺意味的是,AI帮助人性化候选人体验的一个主要方式是让候选人知道他们已经更快地从招聘过程中移除,并允许他们继续寻找工作。 当候选人申请工作时,AI招聘软件可以立即扫描他们的简历获得技能,经验和其他资格,并自动评分和排列他们与角色要求的匹配程度。 使用与ATS或CRM集成的AI筛选工具,每位候选人都会在24小时内收到答复 - 要么在过程中提出要求,要么拒绝。虽然拒绝总是很糟糕,但不知道更糟糕。正如他们在销售中所说的,“ 接下来最好的事情是一个公司没有。” 自动筛选,评分和排列候选人的AI技术也可以为您提供候选人缺乏哪些资格的详细信息,以及可以提交给被拒绝的候选人的信息,以作为改进空间。向被拒绝的候选人提供反馈意见,说明他们为什么没有前进,有助于创造一个高水平的候选人体验 在申请进展后更新候选人已经让你领先于竞争对手; 在此基础上添加有用的反馈意见使品牌互动变得更加难忘。 但是,为什么要停止反馈?使用您现有的招聘技术,如CRM或招聘营销平台,您可以添加银牌获得者发送电子邮件培育活动,提供其他可能对他们感兴趣的职位。您甚至可以定期检查以确定他们是否获得了未来角色所需的任何缺失资格。   使用AI与候选人进行实时沟通 软件咨询调查发现,第二大投诉求职者缺乏来自雇主的沟通。 传统上用于面向服务的公司的消费者营销中,chatbots使得人才招聘团队能够通过数字体验为候选人提供实时的个人参与。这些招聘聊天机器人可用于从候选人收集信息,提出筛选问题,回答常见问题解答,并安排与招聘人员的面谈。 IT服务提供商Sutherland专门建立了自己的聊天机构Tasha,以便在早期筛选阶段成为候选人的联系人。考生可以通过短信,电子邮件或对话框与Tasha进行互动,她可以回答基本问题,提示求职者如果脱离工作,返回求职申请表并安排面试。 萨瑟兰全球人才招聘副总裁凯利卡勒解释说,“如果你犹豫不决,或者你没有完成一项行动 - 这可能是你的评估或安排你的面试 - 她会问你为什么,并提示你重新回到旅程中。“ 人工智能不是完全负责制定完美的候选人体验,但它是难题的一个重要部分。 Tasha更进一步向招聘人员提供有关候选人体验的反馈。如果候选人确实想放弃这一过程,Tasha会发现原因并“将信息重新纳入我们的流程和采购过程中”,Kelly说。 这种反馈机制可能被证明对萨瑟兰来说是至关重要的,以改善他们的招聘流程并降低候选人的下降率。 Allegis进行的一项调查发现,大多数候选人(58%)表示在应用程序的早期阶段,他们会很乐意与聊天机器人进行互动。 所以,时间会告诉我们主流的聊天机器人如何成为求职者,但是早期的迹象对于候选人和组织来说都是有希望的。   使用AI消除人的偏见 在招聘中使用人工智能在很大程度上忽略了一个好处,那就是有可能让招聘人员回到他们开始时的信仰:帮助公司找到合适的人......反之亦然。为了找到合适的人,你需要考虑每个申请人,没有我们固有的偏见(我知道,这很难!)。 人工智能可以进行智能编程,通过忽略候选人详细信息(如姓名,毕业日期和出席的可以表明性别,年龄和种族的学校名称)来避免无意识偏见。例如,男性招聘者可能会自动感受到男性工程师申请人对女性申请人的亲和力。人工智能可以帮助提升现场水平,同时呈现所有简历或应用程序,无需任何可能影响性别或年龄的技巧或品质。 对于招聘人员来说,绕过这些常见的偏见扩大了潜在的人才库,因为否则合格的候选人不太可能被忽视,因为具体但可能没有根据的理由。 现代候选人经验的核心是实现个性化和自动化的平衡。人工智能可能不是完全负责制定完美的候选人体验,但它肯定是难题的重要部分。   以上由AI翻译完成。供参考
    Future of Work
    2018年02月19日
  • Future of Work
    您将在2018年看到10个工作场所趋势   每年我都会对即将到来的一年的前十名职场趋势进行预测。其目的是通过收集,评估和报告最能影响它们的趋势来帮助组织准备未来。您可以从阅读我预测 2013, 2014,2015年,2016年 和2017年。这些趋势是基于与管理人员和员工的数百次对话,来自450多个不同研究来源(包括大学,咨询公司,非营利组织,政府和贸易协会)的一系列国家和全球在线调查和二次研究。 所有经济指标均显示2018年美国经济持乐观态度。劳工统计局预测失业率将从2017年的4.3%持续下滑至2018年的4.2%,总体预测为2050万个就业岗位到2020年。虽然大部分职业预计会增长,但明年增长最快的是医疗,个人护理,社会援助和建筑业。老年工人的劳动力参与率将增加,但整体劳动力增长率将在明年下降。美国工资 预计将从2017年的3.1%上升到2018年的3.2%。预计国内生产总值将从2017年的2.3%增加到2018年的2.5%。 2018年的主要工作场所趋势包括:   1.领导者鼓励更多的人际交往。公司将继续推广他们的工作空间并进行设计,以促进员工之间的人际关系。IBM停止了他们的远程工作计划,将数千名支持其品牌的核心团队的员工推回办公室。苹果的创新设施旨在促进员工关系,想法共享和协作。Google咖啡厅旨在鼓励跨部门和团队的员工之间的互动。三家公司都发现,当员工在物理环境中互相碰撞时,会激发创造力和建立关系,从而产生积极的结果。一项研究发现,同事之间的谈话时刻可以提高20%的表现另一项研究 发现,72%拥有最好朋友的员工对他们的工作更满意。在我们的研究中,我们与任仕达合作,发现Gen Z和千禧一代选择使用技术进行面对面的对话,并选择企业办公室进行远程办公。虽然技术可以使我们更有效率,并且感觉彼此高度相关,但它永远不会取代面对面的对话。鼓励个人关系的领导者将有更多的承诺,满意和生产力的工人。研究人员Mahdi Roghanizad和Vanessa K. Bohns 发现一次面对面的对话相当于34封电子邮件。你会看到更多的公司明年撤回他们的远程办公计划,以及更重视电话,视频会议和面对面会议的领导者。 2.下一波的考证的浪潮。受影响最大的行业之一是教育,更多的第三方提供的课程,证书和认证比以往任何时候都多。现在,LinkedIn Learning,Coursera,edX,Udemy,Udacity,The Khan Academy等提供了丰富的在线课程。皮尤研究报告自我导向学习正在推动对新认证体系的需求。越来越多的员工将接受不同类型的凭证,因为他们试图建立多元化的人才库并扩大其影响力。每四名成年人中就有三分之一同意个人有责任确保劳动力在当今的经济环境中拥有合适的技能和教育才能取得成功,而只有52%的大学和49%的雇主拥有这些技能和教育。由于日益增加的学费成本增长了9%,年轻一代开始抵制传统学位从去年开始为四年制公立学校。一些学校完全避免大学,并且正在追求这些免费或低成本的在线课程,这些课程提供足够的重要技能教育以获得。随着公司继续接受非传统证书,学生将能够避免债务,并在自己方便的时候学习,而不用担心失业。 3.公司专注于提升和培训现有员工。 虽然政治讨论的重点是将制造业工作带回美国,而新闻媒体将继续发表关于自动化将如何消除就业的文章,但我们应该真正关注日益增长的技能差距。美国目前有620万个新员工空缺,比2016年同期的560万增加。公司无法在正确的时间找到合适的员工,这些员工在正确的时间拥有合适的技能,从而减缓了增长速度在经济中。全国独立商业联合会报告称,45%的小企业无法找到合格的候选人来填补职位空缺,60%的雇主有12个星期或更长时间的空缺职位,每年因丧失生产力和广告费而花费800,000美元。在我们目前的经济体中,变化发生得比以往任何时候都快,学习技能的半衰期仅为五年。随着越来越多的行业被打乱,各公司正在发展其业务模式以适应新的客户需求。例如,AT&T通知他们的10万雇员,他们的工作角色在十年内不会相关,随后创建了劳动力2020计划,投资超过10亿美元,以帮助提升员工基数。我们不仅缺乏正确的技能,而且我们目前拥有的技能随着时间的推移逐渐变得不那么重要。 接近一半人们每天付费完成的所有任务都有可能被自动化,多项研究表明总人数将减少12%到50%。2018年,雇主将投入更多资金到他们的培训和发展计划中,以填补他们的技能差距并达到他们的全部能力。IBM发现,表现最好的组织中有84%的员工正在接受他们需要的培训,而在表现最差的组织中只有16%的员工正在接受培训。如果团队经过适当的培训,公司每年平均节省70,000美元,生产力提高10%。随着Z世代进入工作场所,他们面临更大的技能差距,他们需要填补的工作中65%甚至还不存在。 4.人工智能进一步进入工作场所。 人力资源部门最大的话题就是人工智能,因为这个话题既有兴奋又有恐惧,因为它涉及到我们如何做我们的工作。几乎每个新设备和服务都将在未来几年内包含人工智能。谷歌,Facebook,亚马逊,微软,苹果和其他公司都致力于使用AI创建更智能的产品,现在有超过1000家AI供应商支持所有类型的公司和人员。作为世界经济论坛“ 全球塑造者研究”的一部分“,他们向千禧一代询问全球下一个重大技术趋势是什么,近三分之一的人工智能是AI。由AI推动的Chatbots将在2018年继续渗透到工作场所.Chartbots是促进文本对话的程序,预计每年为公司节省超过7900万美元的薪资支出,并且使用它们的效率超过30%,近20%的公司已经在工作场所部署了聊天机器人,预计到2021年将达到57%。公司正在使用聊天机器人个人助理,为按需客户支持,挖掘数据,简化业务流程,回收的产品信息,并回答员工的问题。例如在Overstock,他们有一个叫做Mila的聊天机器人,让管理人员知道员工何时生病,而在英特尔,他们使用人力资源虚拟助理来回答有关薪酬和福利的问题。随着越来越多的员工看到chatbots和AI的效率优势,他们将以更快的速度采用。 5.优先考虑金融和心理健康。随着78%的美国人生活月光族和学生贷款债务超过1.4万亿$,工人们正在苦苦挣扎,它的影响身体健康。工人们感到压力很大,不仅影响他们的生产力,而且影响他们对工作的满意度。西北互惠公司报告说,超过四分之一的千禧一代认为财务压力影响他们的工作表现,并使他们感到身体不适和沮丧。近一半的员工有财务问题,导致他们每年平均失去六个工作日。因此,有很多公司正在帮助员工偿还学生贷款以缓解其财务负担,其中包括富达,普华永道,安泰,Penguin Randomhouse和Chegg。精神健康长期以来一直是工作场所的耻辱,现在正变得越来越普遍和被领导者接受。现在,人力资源部门担当着心理健康顾问的角色,帮助那些患有抑郁症,焦虑症,双相情感障碍和多动症等各种心理健康问题的员工。尽管这些疾病中有许多是隐藏的,但84%的员工经历过心理健康欠佳的身体,心理或行为症状。像抑郁症这样的症状会导致大约五个错过工作日 和每三个月减少11.5天的生产力,每年损失2亿美元的工作日,导致总体生产力损失达到1700亿美元至440亿美元。在关于Madalyn Parker的故事发生后,许多公司开始围绕这个话题进行真正的认真对话,这位网站开发人员的经理正在接受她的心理健康日。例如,普华永道提供全天候的咨询服务,精神卫生工具包和一组六名精神卫生倡导者,以支持工作场所心理健康的去污名化。 6.员工倦怠导致更多人员流失。员工因工作时间延长而无法获得额外补偿,同时公司也录得创纪录的利润。全职员工平均每周工作47小时,任期从2016年的4.6下降到2017年的4.2。根据权利管理,超过三分之一的员工从管理层获得非工作时间电子邮件,几乎有10%的人可以收到电子邮件假期。技术已经扩大了工作日,并迫使员工在工作期间花更多时间获得相同的薪水并且没有奖金。在一项研究中与Kronos合作,我们发现几乎有一半的人力资源部门领导表示员工职业倦怠是其年度劳动力流失率的一半。他们认为职业倦怠是由不公平的薪酬,不合理的工作量和过多的工作时间造成的。即使在美国以外,工作蠕变已成为一个主要的就业问题,以至于法国政府颁布立法,赋予工人“ 脱离权利 ”。为了防止员工职业倦怠,公司专注于制定健康和灵活性计划,让他们能够抽出时间并保持健康。 7.人力决定影响消费者行为。多年来,人力资源和人才领导者都希望在座席上有一席之地,影响CEO的议程。现在,随着我公司和其他公司的大数据和新研究的出现,他们最终可以将积极的员工和候选人的经验和实际收入相联系。在一项与CareerArc 的研究中,我们发现候选人体验实际上影响了消费者的行为。64%的求职者表示,糟糕的求职经历会使他们不太可能向雇主购买商品和服务。尽管91%的雇主同意候选人的体验会影响消费者的购买决定,但只有26%的人会衡量这种影响。根据CareerBuilder独立研究他们发现如果没有得到他们的申请回复,58%的员工从他们申请的公司购买的可能性较小。除了候选人的行为,当企业没有投资于他们的招聘和培训计划时,他们就失去了顶尖人才,最终导致资金和生产力的损失。 8.公司更加重视多样性。虽然多元化主题已成为多年来的话题,但它几乎已经到了一个临界点,企业正在投入资金改善员工队伍的构成。部分原因在于Google工程师的一份十页文档的病毒式传播违背了他的雇主多元化计划。他认为,女性在技术上的代表性不足,并不是因为她们在工作场所面临偏见和歧视,而是因为性别之间的心理差异。树液审查了他们自己的性别工资差距,并考虑了多年的经验,过去的表现和员工的地点等几个因素。当他们发现性别报酬出现差异时,他们进行了调整,他们花费了大约100万美元增加薪水以缩小差距。越来越多的公司正在建立员工资源小组来支持所有类型的多样性,包括性别,种族和年龄。他们觉得这些支持团体将有助于促进拥有不同类型员工基础的积极方面。我们将看到更多的公司,特别是硅谷的公司,明年将取得重大进展,以促进多元化,因为他们拥有不到5%的非洲裔美国员工,并不断受到审查。 9.放宽对劳动法的管制。 在目前的行政管理下,越来越多的劳动法正在放松管制,这会给企业带来成本,并影响他们促进多样性和保护工人权利的能力。在与Kronos合作的一项研究中,我们发现超过一半的人认为每次监管变更平均花费高达10万美元。超过三分之二的人表示,在过去的一年中,合规性变得更加昂贵,74%的受访者表示合规性比十年前更加昂贵。在目前的管理下,64%的受访者表示他们预计劳动相关法规的复杂性会更加复杂,而只有14%的受访者表示他们不那么复杂。Nathan Mehrens 正在运作DOL监管改革办公室,该办公室旨在重新考虑政府法规,并将奥巴马加入法律的很多内容删除。白宫正在取消一项规定,要求公司按种族,性别和种族报告工人赔偿,另一项规定迫使公司记录工伤事故。这些与成本公司同时放松管制并节省资金 - 但大多数对于工人来说真的很糟糕。 10.老龄化的劳动力。劳动力正在持续老龄化,婴儿潮出生的人比前几代人活得更久,并在晚些时候退休。每四名美国人中就有三名计划在退休年龄前工作,近三分之二的人表示他们将继续兼职工作。皮尤研究公司估计,到65年代中期,65岁及以上的人口数量预计将从2010年的5.31亿增加到2010年的15亿,美国老年人口数量预计将增加一倍多,从41万增加到86万。中国的时间和接近三倍,从2010年的8.3%上升到2050年的24%。每天有大约一万名婴儿潮出生的人每天转65次,但不到一半人表示他们预计将退休65岁。只有三分之一以上的公司正在为预计年长员工数量的增加做准备,这将给企业带来退休福利,医疗保健和机会均等等重大成本。随着婴儿潮一代保持其领导地位,年轻员工在组织中站稳脚跟将更难,并可能导致更高的营业额,压力和挫折感。 Dan Schawbel是主题演讲人,也是纽约时报畅销书“促进你自己和我2.0”的作者。 Dan Schawbel :是Future Workplace的一名合伙人兼研究总监,Future Workplace是一家致力于重新思考和重新构想工作场所的高管发展公司。 还写了“纽约时报”畅销书“促进你自己”和“我2.0”。2012年,我被“福布斯”杂志评选为“30岁以下名单”。作者是福布斯撰稿人。所表达的意见是作者的意见。
    Future of Work
    2018年02月17日
  • Future of Work
    在争夺最佳人才方面,员工的体验越来越重要Josh Bersin教你五大策略来最大化员工体验 在争夺最佳人才方面,员工的体验越来越重要,人力资源需要关注授权,发展和吸引人才进入热门就业市场的核心优势,Josh Bersin写道。 作者:Josh Bersin 我们生活在有趣的时代。几十年来,全球经济第一次增长。失业率几乎处于30年来的最低点,薪水终于开始上涨,雇主正在积极争夺一套新的技能(“机器学习技巧”现在是LinkedIn领域最热门的工作,需求增加在过去五年中近10倍)。 但是这个地平线上有一片小小的灰色云。正如我在2000年股市崩盘时所记得的那样,在非常高的经济增长时期,就业市场变得非常困难,雇主不得不改变他们的策略。 突然之间,每个人都在争夺同样的人才(大会董事会首席执行官的研究表明,“找到并留住人才”现在已成为首席执行官的头号问题),企业开始担心人力资源战略和领导力,以及求职者开始快速跳来跳去。事实上,具有按需技能的人突然开始像电影明星一样行事,游说高薪,比较雇主,并进一步推动公司改善他们的就业品牌。 对于人力资源领导者来说,“员工体验”的整个主题突然成为一个成败的问题。如果你的公司没有得到很好的尊重,在社交媒体网站上获得高评价,并被认为是“不断增长的工作场所”,你会发现吸引人才越来越难。当然,大多数人不会经常换工作,但拥有非常独特技能的人开始走动。销售人员,工程师,产品专家甚至入门级员工开始转向增长最快的公司,使得发展缓慢的公司陷入低谷。 “对于人力资源领导者来说,'员工体验'的整个主题突然成为一个决定性的问题” 人力资源的新挑战 这种情况的问题在于它对人力资源造成了全新的压力。突然间,公司突出了员工体验,生产力,参与度,留存率,福利,奖励以及诸如福利,附加福利,工作环境以及免费午餐,免费晚餐,免费洗衣等各种奇怪的事情。免费健身房和锻炼项目。在我住的硅谷,如果你不给人们美味的早餐,午餐,(经常晚餐),你根本无法吸引工程师。这种不断升级的战争利益不断增加。 在我的职业生涯中,我经历了许多这样的循环,而且我的个人经历表明,许多人只是继续耕耘,留在原地,从经济改善中受益。但高潜力和领导者可以轻松找到新工作,所以我们必须密切关注他们。大多数公司正在重新设计他们的继任管理计划,促进人才流动性,入职培训,按需学习和职业发展,因此需要做很多事情。 最糟糕的是,正如我在2001年和2008年所记得的那样,这一切最终都会崩溃。在未来的某个时候,全球增长将停止,我们都会怀疑这些昂贵的,以员工为中心的计划是否可以承受。我记得我们2008年IMPACT会议的主题是“少用少得多”。我们现在不在这里,但最终会来。 重新调整员工体验策略 人力资源是否准备好了?绝对。我一直在与世界上一些最具标志性和重要性的公司会面,他们的人力资源团队重新关注职业管理,员工体验,新奖励计划以及各种有趣的数字生产力和福利策略。 让我们都在这里享受美好时光。是的,这个热门的就业市场造成了很大的压力,但如果你专注于赋权,发展和引人入胜的核心优势 - 你就会蓬勃发展。现在云层在地平线上,让我们享受阳光吧。 “如果你不给人们美味的早餐,午餐(经常晚餐),你根本无法吸引工程师” 5个最大化新全球经济中员工体验的策略 关注就业品牌。了解并研究候选人如何看待你的公司,并将这些信息反馈给首席执行官和高级商业领袖,以便推动管理层改进文化,参与度和工作环境。 保持当前的工资和福利。现在我认为公司必须每六个月刷新一次奖励计划。每年都不够快。我曾经和那些给员工半年一次审查和加薪的公司谈过,即使这在某些情况下可能还不够。现在公布大量的薪酬信息 - 员工可以找到它,所以您应该领先于此。 重点了解员工的旅程,并关注端到端的员工体验。这意味着从候选人到新员工到第一天,第一个月,第一季度,第一年,第一次促销等等。设计思维的概念现在已经被很好地理解,因此您需要使用它们来构建一种数字化的体验,以帮助人们在职业生涯中茁壮成长。 重新设计您的L&D战略。今年是2018年,采用微型学习策略的一年,更新您的LMS和工具,并深入了解“工作流程中的学习”的概念。我很快就会写更多内容 - 但让我提醒你,当人们觉得自己“没有学习”时,他们会离开公司。你可以解决这个问题。 通知首席执行官和高层领导。让他或她知道你的留任率,聘用的难度,以及哪些业务领域正面临人才短缺或技能差距。如果您需要聘用更多招聘人员,投资新的开发计划,或从根本上改变工作模式以适应,您需要他们的帮助才能迅速动员。在竞争激烈的时期,首席执行官希望尽其所能帮助,所以要抓住机遇。 图片来源:iStock 以上由AI自动翻译,原文请阅读:   Josh Bersin’s top 5 strategies to maximise the employee experience The employee experience is increasingly important in the battle for the best talent, and HR needs to focus on core strengths of empowering, developing and engaging people in a hot jobs market, writes Josh Bersin We are living in interesting times. For the first time in decades the entire global economy is growing. Unemployment rates are almost at a 30 year low, salaries are finally starting to rise, and employers are competing vigorously for a new set of skills (“machine learning skills” are now the hottest according to LinkedIn, a job that has increased in demand by almost 10 times in the last five years.) But there is a small grey cloud over this horizon. As I remember quite well during the 2000 stock market crash, during very high growth economic times the job market becomes very difficult and employers have to shift their strategies. Suddenly everyone is competing for the same talent (Conference Board CEO research indicates that “finding and retaining talent” is now the #1 issue on the mind of CEOs), companies start to worry about HR strategies and their leadership pipeline, and job candidates start hopping around quickly. In fact people with in-demand skills suddenly start to behave like movie stars, lobbying for high salaries, comparing employers, and further pushing companies to improve their employment brand. For HR leaders the whole topic of the “employee experience” suddenly becomes a make or break issue. If your company is not well respected, highly rated on social media websites, and considered a “growing place to work,” you find it harder and harder to attract talent. Sure most people don’t change jobs that often, but people with very unique skills start to move around. Salespeople, engineers, products specialists, and even entry-level employees start to move to the fastest growing companies, leaving the slow growth companies in waves. “For HR leaders the whole topic of the ’employee experience’ suddenly becomes a make or break issue” New challenges for HR The problem with this situation is that it creates a whole new stress on HR. Suddenly companies are focused on the employee experience, productivity, engagement, retention, benefits, rewards, and things like well-being, fringe benefits, the work environment, and all sorts of strange things like free lunch, free dinner, free laundry, and free gym and exercise programs. Here in Silicon Valley, where I live, if you don’t give people a gourmet breakfast, lunch, (and often dinner) you simply cannot attract engineers. This escalating war of benefits keeps going up. I’ve been through many of these cycles in my career, and my personal experiences shows that many people just plow along and stay where they are, benefiting from the improved economy. But high potentials and leaders can find new jobs easily, so we have to watch them closely. And most companies are re-engineering their programs for succession management, facilitated talent mobility, onboarding, on-demand learning, and career development, so there is a lot to do. And worst of all, as I remember in the year 2001 and 2008, this all will eventually come to a crashing end. Sometime in the future this global growth will stop, and we will all wonder if these expensive, employee-centric programs are affordable. I remember the theme of our 2008 IMPACT conference was “doing less with less.” We aren’t there now, but it will come eventually. Refocusing strategies on the employee experience Is HR ready for this? Absolutely. I have been traveling around meeting with some of the most iconic and important companies in the world, and their HR teams are refocusing on career management, the employee experience, new rewards programs, and all sorts of interesting digital productivity and wellbeing strategies. Let’s all enjoy the good times while they’re here. Yes, this hot job market creates a lot of stress, but if you focus on your core strengths of empowering, developing, and engaging people – you will thrive. The clouds are out on the horizon for now, let’s enjoy the sun. “If you don’t give people a gourmet breakfast, lunch, (and often dinner) you simply cannot attract engineers” 5 strategies for maximising the employee experience in the new global economy Focus on employment brand. Understand and study how candidates view your company, and bring this information back to your CEO and top business leaders so you can push your management to improve culture, engagement, and the work environment. Keep salaries and benefits current. Right now I believe companies have to refresh their rewards programs every six months. Annually is just no fast enough. I’ve talked with companies that give employees reviews and raises semi-annually and even this may not be enough in some cases. A tremendous amount of compensation information is now public – employees can find it so you should get ahead of this. Focus on understanding the employee journey, and focus on the end-to-end employee experience. This means everything from candidate to new hire to first day, first month, first quarter, first year, first promotion, and on. The concepts of design thinking are well understood now, so you need to use them to build a digital-enabled experience that helps people thrive throughout their career. Re-engineer your L&D strategy. This year, 2018, is the year to adopt a micro-learning strategy, refresh your LMS and tools, and get behind the concepts of “learning in the flow of work.” I’ll be writing a lot more on this soon – but let me remind you, people leave companies when they feel they are “not learning.” You can fix this. Keep the CEO and senior leadership informed. Let him or her know your retention rate, how hard it is to hire, and what areas of the business are suffering from talent shortages or skills gaps. You will need their help to mobilise quickly if you need to hire more recruiters, invest in a new development program, or radically change job models to adapt. In times of competitive growth CEOs want to do everything they can to help, so take advantage of the opportunity. Image source: iStock
    Future of Work
    2018年02月17日
  • Future of Work
    如何成为招聘营销人员?How to Become a Recruitment Marketer 对招聘营销和雇主品牌有兴趣,但不知道如何推动你在这个方向上的职业生涯?不要再看!我们采访了三位专业人士,他们成功创造了明亮的招聘营销职业,以了解他们如何登上他们的第一场演出,以及你如何也能成功。 由 Kaitlyn Holbein 撰写 以下是我们的受访者以及他们成为招聘营销人员的三大秘诀: Lane Sutton是RallyRM导师和招聘营销超级巨星。Lane 于2015年在Sprinklr发现了招聘营销。今天,Lane 在完成学位的同时支持迪士尼的招聘营销计划。Lane负责内容策划,战略以及人才市场调查。Lane也是一位备受追捧并备受推崇的演讲者,他在众多的营销和人才招聘会议上分享了他的见解。 提示#1 - 营销人员,马上进入! Lane的职业生涯最初始于市场营销。他的第一次实习是在HubSpot,在那里Lane提高了他的社交精明度。在Sprinklr,该团队热衷于让Lane将他的社交媒体营销技巧应用于他们的招聘需求。 “我起初对此犹豫不决,”莱恩承认道。“我不知道关于人力资源的事情。然而,我决定跳进去,很快就被抓住了。招聘营销基本上都是将你已经知道的营销策略和策略应用于候选人而不是客户。如果你来自营销背景,转型并不难。“ 提示#2 - 开始联网 “接触已经在太空工作的人,”Lane建议道。“许多人愿意和你谈谈他们的角色,职业生涯和他们工作的公司。您将获得有价值的信息并建立您的网络,这样人们就可以开始为您的团队未来的机会考虑您。“ 制定招聘营销链接并获得一些知情人士的一种方法是申请RallyRM导师计划。免费课程将希望培养其招聘营销技巧的人员与像Lane这样的导师进行匹配,他们帮助他人发展事业并自信地引导新策略。 提示#3 - 将招聘营销工作融入您当前的角色 Lane说:“越来越多的入门级招聘营销工作变得可用。“如果你的公司还没有人在做招聘营销,那么这是你的机会!开始接受项目建立一个案例在你的组织中发挥这样的角色。 “例如,如果您是招聘人员或招聘协调员,您可以询问您的经理是否可以尝试解决并改善特定的候选人体验问题。如果你在营销部门,你可以联系Talent Acquisition,看看你能否帮助他们改进他们的职业生涯内容战略。“ 莱恩说,能够显示领导力,从你的工作中获得的收获可能会导致创建你的梦想职位 - 或者至少它会帮助你建立可转移的经验,在申请招聘营销职位时可以给你一个优势另一个组织。 Delaney Rader是Vanguard的招聘营销专家,她负责管理招聘博客,定义战略,采购和创建精彩内容。Delaney在加入Vanguard之前出席了亚利桑那大学。在亚利桑那大学期间,Delaney曾担任校园娱乐部的营销助理,同时还在Vanguard的雇主品牌和招聘营销团队实习。 德莱尼的重要提示: 提示#1 - 您可能隐藏了招聘营销经验 考虑到她在Vanguard之前的日子,Delaney意识到她在成为招聘营销人员之前拥有招聘营销经验。 “在大学期间,我是商业联盟的一员,”Delaney解释道。“我帮助制作和发行传单,每年招聘新成员。我会鼓励任何想要在招聘营销中开始职业生涯的人去思考他们是否有经验可以为自己打开一扇门。“ 提示#2 - 与团队见面并挑选他们的大脑 “如果你为一个拥有完整的招聘营销团队的组织工作,或者甚至是一个管理招聘营销的人,看看你是否可以与他们见面,提出问题并开始学习。把自己放在他们的雷达上,让他们知道你对他们在做什么感兴趣。激情有很长的路要走,他们可能会想你下一次开放!“ 提示#3 - 发展你的技能,让你的脚在你身上 Delaney指出:“招聘营销人员需要的一些关键技能可以通过很多方式进行开发。“考虑如何提高你的沟通技巧,以及如何获得任何营销经验。如果你属于一个俱乐部或团队,你可以为他们管理社交饲料吗?你能帮助网站或自愿组织一个活动吗?这些都是非常棒的技能和丰富的经验,可以帮助您逐渐成长为理想的招聘营销人选。“ Ted Nehrbas是汤森路透的人才品牌营销专家。在他目前的职位上,特德执行了一系列战略,以吸引汤森路透品牌的人才,包括管理公司所有关注职业的社交媒体账户。在Thomson Reuters工作之前,Ted曾是SmashFly的招聘营销专家。他第一次真正进入招聘营销是在2015 年,一家名为Happie的创业公司成为招聘营销实习生。 特德的重要提示: 提示#1 - 招聘人员也可以成为招聘营销人员 有很多职业路径可以导致招聘营销。实践招聘经验也是非常好的。 “在Happie实习期间,我花时间积极招聘,”Ted解释道。“这种招聘经验为我后来的招聘营销职位提供了一些最有价值的见解。我学会了候选人如何思考,他们的痛点是什么以及如何在我的组织中出售它们。这些都是我今天工作的所有领域。“ 提示#2 - 继续发展自己的品牌和社交媒体 “接受Twitter,LinkedIn和Instagram,并开始积极主动,”Ted建议道。“你从0到300名追随者获得的技能与你在社交媒体营销中用于招聘的技能类型相同。 “我也建议你逐渐熟悉,如免费工具Canva [图形设计],Crowdfire [社会战略],和股票照片网站,如Picjumbo和Stockvault。这些工具将帮助您制作内容营销资产,如博客和社交帖子,这些对于招聘营销策略来说越来越有价值。内容营销吸引候选人并传达他们为什么应考虑加入贵公司。“ 提示#3 - 在申请工作时记住自己的候选人经历 “考虑激起你对公司兴趣的第一件事。注意那些让你对应用程序感到恼火的东西。如果你开始有意识地考虑自己的候选人经历,那么你会想出很多伟大的想法,你可以用它们来面试或为招聘营销角色定位。“ 底线是有很多方法可以获得经验并成为招聘营销人员!来自任何专业或学术背景的人都可以在招聘营销方面有出色表现,如果他们花时间在社交媒体和内容营销方面发展相关技能,与业内人士建立联系并寻找导师,并发展他们的个人品牌。 最后,感谢所有受访者的时间和提示!我们希望这种洞察力对您有所帮助,我们很高兴您正在考虑成为一名招聘营销人员。这是一个令人兴奋的新职业,我们拥有的人才越多,我们就越能够向前发展并积极影响人才招聘行业! 以上有AI自动翻译。HRTechChina倾情呈现。     Interested in Recruitment Marketing and Employer Branding, but not sure how to drive your career in that direction? Look no further! We interviewed three professionals who have successfully created bright Recruitment Marketing careers to find out how they landed their first gig and how you can too. Here are our interviewees and each of their top three tips to become a Recruitment Marketer: Lane Sutton is a RallyRM Mentor and a Recruitment Marketing superstar. Lane discovered Recruitment Marketing at Sprinklr in 2015. Today, Lane supports Recruitment Marketing initiatives for Disney while finishing his degree. Lane works on content planning, strategy, as well as talent market research. Lane’s also a sought-after and highly regarded speaker, who has shared his insights at numerous Marketing and Talent Acquisition conferences. Tip #1 – Marketers, jump right in! Lane’s career initially started out in Marketing. His first internship was with HubSpot, where Lane boosted his social savvy. At Sprinklr, the team was keen to have Lane apply his social media marketing skills to their recruitment needs. “I was hesitant about this at first,” admits Lane. “I didn’t know a thing about HR. However, I decided to jump in and caught on really quickly. Recruitment Marketing is basically all about applying the marketing tactics and strategies you already know to candidates instead of customers. If you come from a Marketing background, the transition isn’t hard.” Tip #2 – Start networking “Reach out to people already working in the space,” advises Lane. “Many will be willing to speak with you about their role, their career journey and the company they work for. You’ll get valuable info and build your network so people can start to think about you for future opportunities on their teams.” One way to make a Recruitment Marketing connection and gain some insider intel is to apply to the RallyRM Mentor Program. The free program matches people who want to develop their Recruitment Marketing skills with mentors like Lane, who help others to grow their careers and confidently lead new strategies. Tip #3 – Weave Recruitment Marketing work into your current role  “There are more and more entry level Recruitment Marketing jobs becoming available,” Lane says. “If your company doesn’t have someone doing Recruitment Marketing yet, this is your opportunity! Start taking on projects to build a case for developing a role like this at your organization. “For instance, if you’re a Recruiter or Recruitment Coordinator, you could ask your manager if you could try addressing and improving a particular candidate experience issue. If you’re in Marketing, you could connect with Talent Acquisition to see if you can help them improve their Careers content strategy.” Lane says being able to show leadership the takeaways from your work could lead to the creation of your dream role – or at the very least it will help you to build up transferable experience that can give you an advantage when applying for a Recruitment Marketing role at another organization. Delaney Rader is a Recruitment Marketing Specialist at Vanguard, where she manages the Careers blog by defining strategy, and sourcing and creating great content. Delaney attended the University of Arizona before joining Vanguard. During her time at the University of Arizona, Delaney worked as a Marketing Assistant for the Campus Recreation Department, while also interning with Vanguard’s Employer Brand & Recruitment Marketing team. Delaney’s top tips: Tip #1 – You might have hidden Recruitment Marketing experience Reflecting back on her pre-Vanguard days, Delaney realizes that she had Recruitment Marketing experience before becoming a Recruitment Marketer. “During college, I was part of a business fraternity,” explains Delaney. “I helped create and distribute flyers to recruit new members every year. I would encourage anyone who’s looking to start a career in Recruitment Marketing to think if they might have experience they could leverage to open a door for themselves.” Tip #2 – Meet the team and pick their brains “If you work for an organization that has a full Recruitment Marketing team or even one person who manages Recruitment Marketing, see if you can meet with them to ask questions and start learning. Put yourself on their radar so they know you’re interested in what they’re doing. Passion goes a long way, and they may think of you for their next opening!” Tip #3 – Develop your skills and get your feet wet where you are “Some of the key skills Recruitment Marketers need can be developed in a ton of ways,” points out Delaney. “Consider how you can improve your communication skills, as well as how you can gain any marketing experience. If you belong to a club or team, could you manage a social feed for them? Could you help with the website or volunteer to organize an event? These are all great skills and solid experience that can add up to help you evolve into an ideal Recruitment Marketing candidate over time.” Ted Nehrbas is a Talent Brand Marketing Specialist with Thomson Reuters. In his current role, Ted executes on a range of strategies to attract talent to the Thomson Reuters brand, including managing all of the company’s careers-focused social media accounts. Prior to working at Thomson Reuters, Ted was a Recruitment Marketing Specialist with SmashFly. His first real foray into Recruitment Marketing was with a startup called Happie as a Recruitment Marketing Intern in 2015. Ted’s top tips: Tip #1 – Recruiters can also become Recruitment Marketers There are many career paths that can lead to Recruitment Marketing. Hands-on recruiting experience is also excellent to have. “During my internship at Happie, I spent time actively recruiting,” explains Ted. “That recruitment experience provided some of the most valuable insights for my later Recruitment Marketing roles. I learned how candidates think, what their pain points are, and how to sell them on my organization. These are all areas that inform my work today too.” Tip #2 – Grow your own brand and social media following “Get on Twitter, LinkedIn and Instagram, and start being active,” suggests Ted. “The skills you learn that take you from 0 to 300 followers are the same types of skills you’ll use in social media marketing for recruitment purposes. “I’d also recommend getting familiar with free tools like Canva [for graphic design], Crowdfire [for social strategy], and stock photo sites like Picjumbo and Stockvault. These tools will help you produce content marketing assets, like blogs and social posts, which are becoming increasingly valuable for Recruitment Marketing strategy. Content marketing attracts candidates and communicates why they should consider joining your company.” Tip #3 – Remember your own candidate experience when applying for jobs “Consider the first thing that piqued your interest about a company. Note the things that irritated you about the application. If you start to consciously consider your own candidate experience, you’ll come up with tons of great ideas that you can use to get ahead when interviewing or positioning yourself for Recruitment Marketing roles.” The bottom line is that there are many ways to gain experience and become a Recruitment Marketer! People from just about any professional or academic background can be great in Recruitment Marketing if they dedicate time to developing relevant skills in social media and content marketing, networking with people in the industry and finding a mentor, and developing their personal brand. Lastly, thanks to all of our interviewees for their time and tips! We hope the insight is helpful and we’re excited that you’re considering becoming a Recruitment Marketer. This is an exciting new profession and the more amazing talent we have, the more we can Rally forward and positively impact the Talent Acquisition industry!
    Future of Work
    2018年02月16日
  • Future of Work
    人工智能在招聘中的好处 麦肯锡研究所的一份报告表明,到2030年,人工智能将负责全球8亿个就业机会的自动化,影响到英国20%的劳动力。然而,人工智能也被认为是当今经济的“最大的商业机会”。预测表明,到2030年,英国国内生产总值可能增加10%(2330亿英镑)。 报告还提出了一个值得关注的问题,同时指出,由于自动化,可用工作类型将发生转变。自2013年以来,单是AI就业人数就增长了四倍以上。据估计,空缺现在已经超过了现有的候选人两比一。 为人力资源部门的不可避免的影响做好准备工作始于招聘过程中的人力资源。人工智能和自动化为加强招聘策略提供了一些好处和机遇: 人工智能动力候选人筛选 更专注,快速的候选人筛选减少了您的入职时间并改善了总体候选人体验。根据您最成功的人员共享的共同特征(可在您的招聘分析中获得),您的ATS将迅速提供近距离匹配申请人的候选名单。人工智能中的算法还使人力资源能够根据历史招聘数据预测最有可能成功的候选人。可以通过您的ATS整合额外的预聘招聘筛选以提供更加明确的人才库,包括视频筛查和心理测试。 更好的雇佣决定 尽管技术进步,超过四分之三的招聘决定是基于面试。这种在与候选人见面后作出快速决定的倾向正在促使新员工保留水平较差以及员工参与程度较低。11个关键部门中不到一半的雇员表示他们感到工作,并对生产力产生影响。 通过ATS数据支持的招聘决策有助于缓解这些低水平的参与,因为这是第一次做出重要的招聘决定。此外,人工智能可以在整个劳动力队伍中引入,以提高参与度。  近一半的员工对工作感到无聊 - 通过自动化重复性工作,可以为员工提供更有意义的工作。 这首先是自动化耗时的管理任务。 解决无意识的偏见 在最近的一项调查中,Adecco集团指出,只有四分之一的英国雇主会考虑使用AI来处理招聘程序中的无意识偏见[2],但约三分之一的招聘经理承认雇用自己的“克隆人”。调整招聘软件中的筛选标准有助于减少无意识偏见的可能性,并扩大您的招聘范围。报告还建议进行无意识偏见培训,以确保技术不会放大这些偏见。 在招聘中建立更好的关系 德勤的Josh Bersin观察到,招聘人员和招聘经理之间的关系是避免招聘'错误'人员最重要的因素之一。[3]这也延伸到招聘经理和候选人之间的关系。 投资ATS有助于通过以下方式加强这些关系: 一个专门的机构门户网站跟踪和监控您的ATS中介机构的候选人,并允许您邀请您的首选供应商名单上的选定代理机构提交候选人到特定的职位空缺。 自动化流程使人力资源能够与您的管道和人才社区中的人才进行个性化对话。 关于AI心态的说明 AI思维的发展对于克服招聘流程中对自动化的抵制至关重要。这个心态被描述为理解AI: 支持人的能力,而不是取代它们。 自动执行重复性任务,让人力资源部门专注于高价值活动。 有助于做出更快,更明智的招聘决策。 以上由AI自动翻译。
    Future of Work
    2018年02月13日
  • Future of Work
    人力资源和人工智能:完美协作? --HR & AI : THE PERFECT COLLABORATION? 针对人力资源的技术解决方案变得更加智能,需要雇主采取更具创新性和敏捷性的方法来有效应对几乎不变的变化。埃森哲的新研究表明,企业的成功将取决于人与技术之间的持续合作,以提高效率和创新。   报告指出: 四分之三的组织认为智能技术对于提高竞争力至关重要。 如果企业在AI和人机合作投资水平上效仿顶尖机构,到2022年其总人数将增长10%。 三分之二的英国企业认为,人工智能将在未来三年内实现净工作收益。 超过一半的人认为人机协作对战略至关重要。 自动化和人工智能的好处还没有完全被人力资源所接受。近三分之二的企业只打算有时使用数据收集人才。一致地使用招聘分析提供的见解可能会导致更好的招聘结果,在采购合格的候选人仍然是一个挑战。 AI需要人力资源 如果有效使用,人力资源和人工智能之间的合作将创造一个简化的招聘流程。在招聘中,采取ATS的形式提供: 更“人性”的候选人体验 自动化繁琐的流程可以“人性化”候选人体验。个性化的求职申请 自动更新您在招聘过程中期待的内容和高效的工作申请只是起点。候选人并不期望有一个无技术的招聘流程 - 但他们期望一个人是最终的 聘用方面多样化 AI多样性预计将成为2018年的主要招聘趋势.AI可以帮助改善多样性,但也可以将您的历史偏见解释为候选人选择的标准。对您的筛选标准进行持续监控,并对您的新员工进行分析是人力资源的关键。这不像删除筛选过滤器那样简单。例如,吸引女性进入科技行业,成功的雇主推动积极的榜样,提供职业发展机会,利用网络更多地了解在科技行业工作的女性面临的问题。利用ATS自动完成繁琐的任务,人力资源部门可以快速完成这一任务。 透明的招聘流程 GDPR意味着招聘人员和招聘专业人员在聘用决策和分享在招聘过程中收集的数据时,必须保持透明。还必须获得候选人同意使用自动化流程和机器学习。提供集中式候选人管理系统的ATS将有助于促进这一进程。 建立人才关系 自动化取代了候选人筛选中重复耗时的任务,使人力资源部门能够专注于直接与合格的候选人和员工转介。在入职培训中,您的ATS在强制检查和引用的自动化请求方面具有无可估量的价值,因此HR可为您的新员工开发个性化的入职培训体验。直接接触在工作接受和开始日期之间是至关重要的。 与AI合作 对于雇主在招聘过程中与AI进行合作的方式,以下几点可以帮助: 获取您的数据的所有权。数据不佳会导致质量差的结果。之前人们对雇佣团队的自满情绪的态度与之前的数据有关,但是距离GDPR只有4个月的时间,人力资源部门必须掌握其数据的所有权。首先是通过ATS提供的分析和报告。 具体与你的工作岗位。如果你不了解你的新雇员所需要的关键技能或沟通,你将无法吸引合适的人选。检查在过去一年中收集到的新员工的数据,以评估最成功的员工。考虑大量或关键职位的候选人。 创建一个无偏见的面试过程,并通过招聘软件收集的数据来支持。面试是一项技巧,对于招聘经理来说,并不一定是自然而然的,确认偏见可能会影响您的招聘决策。 与人工智能和利益相关者合作,在您的最终候选人选择,并与所有有关各方分享数据。CIPD指出,在使用招聘分析的情况下,四分之一的企业领导者没有获得这些数据,阻碍了他们做出有效决策的能力。 如果您的招聘流程中有多个领域需要关注,请从一个开始,例如聘请时间。REC负责人警告说,企业在找到“ 具有适当技能填补现有工作的人 ”方面面临困难。减少招聘时间,人力资源部门可以在招聘渠道中保留合格人选的注意力。   根据埃森哲的研究,对人工智能和人机合作的投资可能会在2022年前将业务收入提高三分之一以上。变化是不可避免的,但这意味着转向这种合作,而不是偶尔在招聘中使用数据。   Posted by Kate Smedley 以上由AI自动翻译。  
    Future of Work
    2018年02月12日
  • Future of Work
    Josh Bersin:2018年人力资源技术:比以往更加智能化 HR Technology for 2018 - More Intelligent than Ever 几乎每一位与我交谈的人力资源供应商都声称拥有基于人工智能(AI)的解决方案,预测分析,聊天机器人或其他形式的算法解决方案,以使HR更好。 正如我所了解的所有这些产品,并开始看到他们的行动,让我给你什么寻找提示。 在招聘市场上,数据确实在推动我们的未来。由于社交网络的无处不在以及数十种智能采购和评估工具,我们的研究表明,人工智能正在创造巨大的价值。在您寻找新的招聘工具(采购,候选人评估,智能聊天机器人和移动招聘平台)时,请供应商向您展示其AI如何工作。询问如何作出决定,以及它可能适用于您的例子。这些供应商远远领先于学习曲线,价值将变得清晰。 在面试管理中,也越来愈多的工具开始提供候选人与面试官的协调沟通,自助服务等,比如优面宝,通过自动化的协调沟通机制安排好候选人的面试时间等。 在学习和发展市场上,现在很多学习管理系统(LMS)平台,学习体验平台和微型学习平台都使用人工智能和算法解决方案来推荐内容,策划内容,并通过最合适的内容来指导学习者学习。这些供应商中的许多都有丰富的经验分析通过内容的最佳路径,正确的时间来查看下一个内容,甚至正确的学习模块来查看您的信心,你的理解的主题。学习活动数据现在可以通过体验API或xAPI(一种记录和跟踪学习过程中点击的所有内容的方式)获得,因此所有这些供应商都变得“聪明”。 在员工敬业度和调查市场,同样的AI波即将到来。一系列供应商的产品开始作为参与和脉搏调查工具,现在提供文本分析,情感分析,词云和员工情绪的智能评估。他们中的一些人可以测量信任网络,并使用组织网络分析来识别网络中的可信任人员,甚至指出可能存在欺诈或不良行为的领域。虽然这些软件都不是完美的,但它比单独阅读每条评论要好,可以让管理者更好地了解他们如何与同行进行对比。 在绩效管理市场中,持续绩效管理软件现在通过查看您在工作中获得的反馈模式,提供活动流,公共和私人评论以及组织网络分析。到时候,这些平台会向管理人员推荐学习和辅导,有些已经这样做了。 在员工自助服务和案例管理方面,平台也变得更加智能。您现在不仅可以在线(或通过您的消息系统)与您的员工系统进行聊天,还可以发送消息(“星期五预订我的休假日”),系统将执行交易。很快,它会向你推荐什么课程,如何放慢和放松以及其他员工福利。 我可以继续下去。市场上大多数人力资源工具都包含“人工智能”和“智能”这两个词,越来越多的人开始工作。 虽然这一切都是积极的,而且肯定会让我们的工作更轻松,但是让我也给你一个警告:AI不是魔法; 它只是高度精炼的统计和数学模型,试图根据大量数据预测和推荐行动。如果你没有足够的数据,AI可能没有那么有用。所以听起来很令人兴奋,我建议你让供应商给你一个真实世界的演示,并尽可能多的参考。 在我看来,AI,预测分析,情感分析,视觉识别和自然语言界面的成熟速度比我们预期的要快得多。所有这些都将影响我们的人力资源技术。只要确保你买的东西确实符合你的需求,并且你所实施的“智能”在你的组织需要的领域是聪明的。  Josh Bersin是德勤咨询(Deloitte Consulting LLP)Bersin™的负责人和创始人。本文件中使用的“Deloitte”是Deloitte LLP的子公司Deloitte Consulting LLP。请参阅www.deloitte.com/us/about,了解我们法律结构的详细说明。根据公共会计规则和条例,某些服务可能无法向证明客户提供。    以上由AI翻译,下面是英文原文: Almost every HR vendor I talk with claims to have artificial intelligence (AI)-based solutions, predictive analytics, chatbots or some other form of algorithmic solution to make HR better. As I've learned about all these products and started to see them in action, let me give you tips on what to look for. In the recruitment market, data is really driving our future. Thanks to the ubiquitous nature of social networks and dozens of intelligent sourcing and assessment tools, our research shows, AI is creating significant value. As you search for new recruiting tools (sourcing, candidate assessment, intelligent chatbots and mobile recruiting platforms), ask the vendor to show you how its AI works. Ask to see how decisions are made and for examples of where it might apply to you. These vendors are well ahead of the learning curve, and the value will become clear to you. In the learning and development market, many learning management system (LMS) platforms, learning experience platforms, and micro-learning platforms now use AI and an algorithmic solution to recommend content, curate content and guide learners through the most appropriate content to learn.  Many of these vendors have extensive experience analyzing the best path through content, the right time to view the next content and even the right learning module to view based on your confidence in your understanding of the subject matter. Learning activity data is now available through the Experience API, or xAPI (a way to record and track everything you click on while learning), so all these vendors are becoming "intelligent." In the employee engagement and survey market, the same AI wave is coming. A flurry of vendors whose products started as engagement and pulse survey tools now provide text analytics, sentiment analysis, word clouds and intelligent assessment of employee sentiment. Several of them can measure trust networks and use organizational network analysis to identify trusted people in your network and even point out areas of potential fraud or bad behavior. While none of this software is perfect, it's better than trying to read every comment individually and can certainly give managers a better idea of how they stack up against their peers. In the performance management market, software for continuous performance management now provides activity streams, public and private comments, and organizational network analysis by looking at the patterns of feedback you get on the job. In time, these platforms will recommend learning and coaching to managers, and some do this already. In the area of employee self-service and case management, the platforms are also getting smarter. Not only can you now chat with your employee system online (or through your messaging system), you can send it messages ("Book my vacation day on Friday") and the system will perform a transaction. Soon, it will actually make recommendations to you on what courses to take, how to slow down and relax, and other employee benefits. I could go on and on. It feels like the words "AI" and "intelligent" have been included on most HR tools in the market, and more and more of this is starting to work. While all this is positive and definitely making our work lives easier, let me also give you a warning: AI is not magic; it is simply highly refined statistics and mathematical models that try to predict and recommend action based on a mass amount of data. If you don't have enough data, the AI may not be as useful. So as exciting as it sounds, I recommend you ask the vendor to give you a real-world demo and talk with as many references as you can. There's no question in my mind that AI, predictive analytics, sentiment analytics, visual recognition and natural language interfaces are maturing far faster than we expected. All of this will impact our HR technologies. Just make sure that whatever you buy really fits your needs and that the "intelligence" you implement is intelligent in the areas of need for your organization.  Josh Bersin is principal and founder, Bersin™, Deloitte Consulting LLP.  As used in this document, "Deloitte" means Deloitte Consulting LLP, a subsidiary of Deloitte LLP. Please see www.deloitte.com/us/about for a detailed description of our legal structure. Certain services may not be available to attest clients under the rules and regulations of public accounting.
    Future of Work
    2018年02月11日
  • Future of Work
    2018年50个最佳工作场所一览 The 50 Best Workplaces for Giving Back in 2018 By FORTUNE EDITORS  February 9, 2018  现今,员工对企业的要求越来越多,而不再仅限于对薪水和身份的需求 - 他们希望自己的工作有正面的影响。但是现在的企业慈善捐款往往只是公关活动。但对于以下这些公司来说,并非如此,这些公司所做的超越了他们的使命,他们捐出现金,贡献专业知识以及大量志愿时间。“财富”合作伙伴Great Place to Work,梳理了成千上万的员工调查,通过员工评选出了在变革创新方面做的最好的企业,汇集出了以下50家美国公司名单。 Increasingly, employees are asking for more from companies than just a paycheck and an ID badge—they want to know their work has a positive impact. But corporate philanthropic contributions these days often seem like little more than PR campaigns. Not so at these companies, which truly go above and beyond in their mission to give back—donating cash, expertise, and lots (and lots) of volunteer hours. Fortune partner Great Place to Work combed through hundreds of thousands of employee surveys to compile the following list of the U.S. companies that workers say are doing the best job at making a difference. Click here to read more about the list, and find out more about how the ranking is compiled here. 1. Salesforce Courtesy of Salesforce Employees say: “Salesforce really cares about giving back to the community. You get additional time off specifically for volunteering, and my manager strongly encourages me to take it, and takes her time herself. I feel like I can trust executives to ‘put their money where their mouth is’ when they make commitments. For example, Marc Benioff himself personally supports a variety of causes, as well as advocating for them publicly.” “Salesforce’s dedication to Volunteer Time Off and other philanthropic initiatives is unlike anything I’ve experienced or even heard about at other companies. It is an important part of our culture from top to bottom.” Read Great Place to Work review here. U.S. headquarters: San Francisco Industry: Information Technology Worldwide employees: 27,070 Total Philanthropic Donations: $177,200,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 2. Bank of America Courtesy of Bank of America Employees say: “Our volunteer efforts are second-to-none. We are encouraged to engage in our community as a way to make our city better. This means discussions about economic mobility, race relations, hunger and literacy, and any other issue that we feel personally inspired to support. Each employee is given two hours a week to volunteer to help spark that process.” “The company is constantly looking for ways to contribute to the community. Recently we had a book drive and donated over 450 books to a local community outreach center.” Read Great Place to Work review here. U.S. headquarters: Charlotte, N.C. Industry: Financial Services & Insurance Worldwide employees: 200,000 Total Philanthropic Donations: $176,173,927 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 3. Cisco Courtesy of Cisco Employees say: “The community service program is outstanding, whether donating funds or time. Five work days annually for giving back to the community is generous. I love reading the stories of how employees have chosen to use their time around the world. The matching gift program is extremely generous, and the funds provided for volunteer hours is so beneficial.” “I love the unique week of time off we get to volunteer in the community.That shows that Cisco is committed to being a part of the community and makes me proud to work here.” Read Great Place to Work review here. U.S. headquarters: San Jose, Calif. Industry: Information Technology Worldwide employees: 72,063 Total Philanthropic Donations: $309,400,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 4. Merck Courtesy of Merck Employees say: “Volunteering with community programs (individually or as part of a group) is both encouraged and supported with financial gift programs to these organizations and time away from work to support the community (for instance the United Way Day of Action). To me, this shows that “Merck gives back” is not just a slogan, but a way of doing business and being a good neighbor and citizen in the local community.” “It’s great that they encourage you to volunteer during work hours. Volunteering gives you the personal satisfaction of knowing that you’re helping out while making you feeling more fulfilled. It makes you a more well-rounded person.” Read Great Place to Work review here. U.S. headquarters: Kenilworth, N.J. Industry: Biotechnology & Pharmaceuticals Worldwide employees: 69,000 Total Philanthropic Donations: $910,600,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 5. Nvidia Photograph by Joshua A. Wise Employees say: “Nvidia is committed to supporting our community and making it a better place to live. Several years ago we opted out of holiday parties and instead spent that money and hundreds/thousands of employee hours to invest in refreshing schools nearby with facelifts, new equipment, sod, murals, new paint. It brings Nvidian’s together for a common good, benefits schools in dire need of an upgrade and is a great team building activity. That is just one example.” “Instead of spending money on a Christmas holiday party, we volunteer and help out the local community in our yearly event called Project Inspire. We team up to tackle things like improving local high school classrooms or enhancing playgrounds.” Read Great Place to Work review here. U.S. headquarters: Santa Clara, Calif. Industry: Information Technology Worldwide employees: 10,771 Total Philanthropic Donations: $8,320,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 6. Deloitte Courtesy of Deloitte Employees say: “Deloitte is committed to its communities in which it does work—especially looking for opportunities to support underprivileged members of the community. Not only do we set aside Impact Day, but we also actively support individuals pursue their passions with local charities.” “Deloitte invests in being a good member of its community, wherever we are. Impact Day, a day of service, is an amazing keystone event, but community service also is supported and encouraged throughout the year.” Read Great Place to Work review here. U.S. headquarters: New York City Industry: Professional Services Worldwide employees: 87,091 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 7. Intuit Courtesy of Intuit Employees say: “There is a sense of community. Whether it is to answer the call of urgent help needed by a local non-profit or to help one of our own, the company is full of great people who rally together to help. For example, an organization that helps homeless teens had their pantry robbed. One of the Intuit employees found out and started an immediate food drive and everyone started contributing. That’s just one example.” “I’m very proud that one of our values is “We Care and Give Back,” this is a genuine value, from the special weeks of service Intuit holds to the fact that we have up to 32 hours a year we can spend on volunteer activities to serve our community.” Read Great Place to Work review here. U.S. headquarters: Mountain View, Calif. Industry: Information Technology Worldwide employees: 8,223 Total Philanthropic Donations: $49,554,024 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 8. AbbVie Courtesy of Abbvie Employees say: “AbbVie lets employees participate in events that benefit the community: Helping a local school set up its renovated library; assisting with cleanup a nearby state park; many other things too. ” “AbbVie goes above and beyond to give back to the communities in which its employees work and live, and encourages employees to participate by volunteering (allowing time off to do so). ” Read Great Place to Work review here. U.S. headquarters: North Chicago Industry: Biotechnology & Pharmaceuticals Worldwide employees: 27,910 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 9. Bill & Melinda Gates Foundation Courtesy of Bill & Melinda Gates Foundation Employees say: “In terms of non-profit philanthropic organizations, the fact that we focus on impact investing sets us apart to some degree. Every dollar that we invest with our partners is scrutinized to ensure that it is directly impacting a root cause of inequity. That makes it easy to see the line between one’s work and the benefit it provides. This feeling that you are providing genuine value to the world community is intensely satisfying.” “We have 3:1 matching gifts for employee charitable donations including a new program to honor employee anniversary milestones at 5, 10, 15, 20, etc. years by giving $5,000+ for employees to donate. ” Read Great Place to Work review here. U.S. headquarters: Seattle Worldwide employees: 1,531 Total Philanthropic Donations: 9,522,950 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 10. Autodesk Courtesy of Autodesk Employees say: “The way this company cares about the community, I’ve never been involved with another company that gives so much back. They offer so many ways for employees to be involved with volunteering, matching donations, even donating money to match volunteer hours. ” “The Autodesk Foundation is unique in my experience, and engages with the community in ways that benefits the community and is consistent with Autodesk’s core strategies—it’s a model for how corporations can and should add value to the community.” Read Great Place to Work review here. U.S. headquarters: San Rafael, Calif. Industry: Information Technology Worldwide employees: 8,794 Total Philanthropic Donations: $20,900,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 11. Dixon Schwabl Courtesy of Dixon Schwabl Employees say: “As someone new to the company, I love seeing how compassionate everyone is. I have yet to come across someone working here that isn’t involved with helping others in our community. I love that, it is so beautiful. I have also seen people band together to help one another during personal strife, without any hesitations. The people here, starting from the very top, are amazing! I am so glad that I am here and a part of this wonderful group of people. ” “Each year we are given one free day of PTO to volunteer in the community. They also organize group volunteer opportunities based on people’s interests quarterly. This has allowed me to get involved in organizations I wouldn’t have had a chance to.” Read Great Place to Work review here. U.S. headquarters: Victor, N.Y. Industry: Advertising & Marketing U.S. employees: 120 Total Philanthropic Donations: $1,600,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 12. NuStar Energy Courtesy of NuStar Employees say: “Nustar also cares about the community and being able to help others, this is very genuine as it comes from the top. They also participate and donate to help others less fortunate. This is an amazing company to work for. ” “The emphasis on giving back to the community is what drew me to NuStar in the first place. There are several opportunities for many different causes at any given time. There is something for everyone!” Read Great Place to Work review here. U.S. headquarters: San Antonio, Texas Industry: Transportation Worldwide employees: 1,684 Total Philanthropic Donations: $9,030,223 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 13. Cadence Courtesy of Cadence Employees say: “Many of us like to volunteer for community services, and the company recently expanded the volunteer time-off program and corporate matching of donations.” “Cadence’s desire to help the community and allow employees to take additional time off to support their local charities demonstrates the company’s desire to give back and allow for good work/life balance. ” Read Great Place to Work review here. U.S. headquarters: San Jose, Calif. Industry: Electronics Worldwide employees: 7,126 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 14. VMware Courtesy of VMware Employees say: “Aside from its ability to adapt and continually make industry changing contributions, this place is so philanthropic and conscious of society and the Earth. I have never felt so much inspiration to give back to my community or to adjust my lifestyle to be less of a strain on the Earth. And the best part is the company rewards you for doing so. I give this credit to our leader, Pat Gelsinger, who truly lives the values he speaks.” “VMWare gives so much back to the community. I’ve been here 4 months and have already done Habitat for Humanity during work hours and at new hire training we did a charity event assisting the homeless in the Bay Area.” Read Great Place to Work review here. U.S. headquarters: Palo Alto, Calif. Industry: Information Technology Worldwide employees: 21,098 Total Philanthropic Donations: $7,456,480 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 15. Patagonia Courtesy of Patagonia Employees say: “Placing value on the environment and humanity above company profits—using the least harmful factories, using the least harmful methods to obtain raw materials for products, endorsing and supporting eco-friendly people & organizations, being a platform for positive social change through communications and rallying on the website and in interviews with the press, encouraging employees to enjoy time in nature and with each other during the workday, providing employees with opportunities to come together to work on community efforts as part of their workday, etc., etc.—carrying out all of these practices and ending up as an extremely successful company creates a very rare and positive example for the world, and it also creates a feeling of pride in me to be working for such a company.” “Environmental activism in every store, opportunities to be involved with grassroots environmental groups. Great support in planning fun and creative events for the community.” Read Great Place to Work review here. U.S. headquarters: Ventura, Calif. Industry: Retail Worldwide employees: 2,120 Total Philanthropic Donations: $10,900,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 16. Ultimate Software Courtesy of Ultimate Software Employees say: “Ultimate also gives back to the community on a regular basis, and invites all employees to join, by giving us paid time off for community service outside our standard PTO. We also have various community service groups that are open to anyone in the company, for a variety of causes.” “We do so many charity events, for example at a recent conference we raised money for a hospice care facility that cared for a former employee who recently passed and as a team building activity we all built 100 bikes for Kids in Distress.” Read Great Place to Work review here. U.S. headquarters: Weston, Fla. Industry: Information Technology Worldwide employees: 3,792 Total Philanthropic Donations: $2,244,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 17. Genentech Courtesy of Genentech Employees say: “Genentech Gives Back is not just a banner but a philosophy to take time to give back locally to our community. I really look forward to the time dedicated to give back to my community and know that this attitude prevails from coast to coast within our Genentech family.” “I love how much Genentech cares about giving back to the community. This is one of the reasons why I am so proud to work here. I know that giving back to the community locally as well as globally is one of the values that Genentech keeps at heart.” Read Great Place to Work review here. U.S. headquarters: South San Francisco Industry: Biotechnology & Pharmaceuticals U.S. employees: 15,064 Offers PTO for Volunteering: No Offers Employee Matching Funds: Yes 18. Roche Diagnostics Courtesy of Roche Employees say: “We are encouraged to attend events such as the Keep Indianapolis Beautiful event and the Roche Open (proceeds go to charity) even though they occur during working hours.” “Roche continually looks for ways to enrich its employees’ lives and positively impact the community. Volunteer opportunities abound and Roche’s strategic giving is impressive. ” Read Great Place to Work review here. U.S. headquarters: Indianapolis, Ind. Industry: Biotechnology & Pharmaceuticals Worldwide employees: 94,000 Total Philanthropic Donations: $8,000,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 19. Texas Health Resources Courtesy of Texas Health Resources Employees say: “One of the reasons Texas Health Resources is a great place to work is because our employees not only care for one another but they also care about the surrounding community. A unique example of this would be the THR Associates Campaign as well as the Employee Community Giving Campaign. Every year THR employees are given the opportunity to participate in the Associates Campaign; which helps fund select programs throughout the THR System. Additionally, employees can donate to local North Texas nonprofit organizations that share THR’s Mission, Vision, and Values during the Employee Community Giving Campaign. ” “THR is a community focused organization, not just when it comes to healthcare, but about serving the community overall. We have FREE shred day and time off to volunteer with any organization we choose and I can’t say enough about that! ” Read Great Place to Work review here. U.S. headquarters: Arlington, Texas Industry: Health Care U.S. employees: 21,686 Total Philanthropic Donations: $871,602,176 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: No 20. Elevation Church Courtesy of Elevation Church Employees say: “This organization encourages growth and community with staff gatherings and events to commemorate significant milestones in our church. I have never worked for an organization that cares so much about the wellbeing of their employees and their families like this organization does.” “I love that what we do changes people’s lives and we keep that in front of ourselves constantly. We talk about stories of life change in department meetings, at all-staff meetings and we’re encouraged to share them with any volunteer teams we lead.” Read Great Place to Work review here. U.S. headquarters: Matthews, N.C. Worldwide employees: 5 Total Philanthropic Donations: $5,657,422 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: No 21. Kronos Courtesy of Kronos Incorporated Employees say: “Kronos truly cares about giving back to the community. They often sponsor work days at local schools, encourage local volunteering and donate to charities.” “Kronos invests in the community. I love it that the company sponsors it and makes it happen; the company isn’t just giving people a ‘volunteer day’ each year and leaving it to us to figure out how to spend that day.” Read Great Place to Work review here. U.S. headquarters: Lowell, Mass. Industry: Information Technology Worldwide employees: 5,274 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 22. Stryker Courtesy of Stryker Employees say: “Stryker is committed to the community and giving back to a number of organizations. It is great to see the highest level of management volunteering in the community, donating both time and money. I also think the work we do with Operation Smile is amazing and life changing for the patients as well as the volunteers.” “We are encouraged to contribute to making healthcare better as well as making our community better and serving those around us, and we do it as teams and as individuals and certainly more than two days per year in the majority of peoples’ cases!” Read Great Place to Work review here. U.S. headquarters: Kalamazoo, Mich. Industry: Manufacturing & Production Worldwide employees: 28,933 Total Philanthropic Donations: $38,900,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 23. Veterans United Home Loans Courtesy of Veteran United Home Loans Employees say: “The company gives constantly. Much of the focus is on the community and culture here. We have numerous fun events, groups, and opportunities to get involved on a personal level. I am in a Dad’s group and a Bible study every week. I ride with a group of about 100 folks in the MS150 in the fall. Pretty awesome stuff!” “How we give back—we give back to the community through volunteer hours to large donations like no other company I have encountered. We also give back to our employees with an outstanding culture of recognition and fun. It truly is unique. ” Read Great Place to Work review here. U.S. headquarters: Columbia, Mo. Industry: Financial Services & Insurance U.S. employees: 2,419 Total Philanthropic Donations: $9,571,000 Offers PTO for Volunteering: No Offers Employee Matching Funds: Yes 24. Workday Courtesy of Workday Employees say: “Community involvement—there have been numerous times when out and about while wearing a Workday t-shirt that I have been approached about some of the volunteer work I or other workmates have been involved—just random people thanking us…makes you feel good and when they ask about what Workday does it surprises them that a tech company gives back so much ” “Workday offers so many opportunities to volunteer and help the community. I’ve always wanted to do some of these things but always made an excuse. Workday gives you the avenue to do this and encourages it. Working here has made me a better person. ” Read Great Place to Work review here. U.S. headquarters: Pleasanton, Calif. Industry: Information Technology Worldwide employees: 7060 Total Philanthropic Donations: 3424426 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 25. American Transmission Company Courtesy of ATC Employees say: “ATC supports the community. We are given 15 personal days which can be used for sick OR for volunteering! I’ve been here only 2 months and I’ve already participated in one day of volunteering with my team, and have been invited to participate in another. My manager discussed with me before I started that because my children’s school is a 503(c) organization, I can use that time to volunteer for their school. And as if that wasn’t good enough, you can roll those days over if you don’t use them.” “I very much enjoy the volunteer activities that are encouraged. I feel great personally after volunteering. And I very much appreciate the shared experience it allows me to have with the people that I spend most of my time with 5+ days a week.” Read Great Place to Work review here. U.S. headquarters: Waukesha, Wis. Industry: Manufacturing & Production U.S. employees: 659 Total Philanthropic Donations: $737,305 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 26. Voya Financial Courtesy of Voya Financial Employees say: “There is a big emphasis on helping the community as well as our customers. There is month-long giving campaign each year to encourage employees to donate to charities, paid time off is given to participant in volunteer activities, and a big part of our annual review is based on how we have improved the lives of our customers.” “The company culture is very community and volunteer oriented. The commitment from senior management to give back to all the communities we do business in is truly amazing and gives employees a great deal of pride.” Read Great Place to Work review here. U.S. headquarters: New York City Industry: Financial Services & Insurance Worldwide employees: 6,601 Total Philanthropic Donations: $6,680,430 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 27. Crowe Horwath Courtesy of Crowe Horwath Employees say: “Crowe management and employees genuinely care about one another, and this caring internal community transcends into a caring spirit for the external community. Crowe is very involved in community financial and volunteer support—possibly one of the greatest contributors to various organizations in the area!” “I think the atmosphere of giving back to the community sets this company apart. The company goes to great lengths to make sure that each employee has the opportunity to serve their community in any way they can.” Read Great Place to Work review here. U.S. headquarters: Chicago Industry: Professional Services U.S. employees: 3,600 Total Philanthropic Donations: $1,650,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 28. West Monroe Partners Courtesy of West Monroe Partners Employees say: “The Fischer Fellowship sponsors employees for 6 weeks to 6 months to volunteer for meaningful global causes. This program supports a handful of candidates annually, and is a concrete example of West Monroe’s commitment to the people at our firm and the global community we are part of.” “West Monroe Partners provides ample opportunities to give back to the community while rewarding those who do to gain additional PTO. This motivates the employees to be part of the community but in a meaningful way.” Read Great Place to Work review here. U.S. headquarters: Chicago Industry: Professional Services Worldwide employees: 850 Total Philanthropic Donations: $750,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 29. Adobe Systems Courtesy of Adobe Employees say: “There are almost weekly listings of ways that we can, and are encouraged, to contribute back to the community. Ranging from charitable donations to volunteer work to even organizing events of our own. I know that other companies also do this, but I have not seen it so openly on display with regular reminders not only on our intranet but also in the elevators and in weekly company emails. I feel that there is a very sincere fostering of giving back to the community.” “They have always given back to the communities where we operate. They match employee donations up to $10,000 a year. When really bad things happen in the world, they sometimes will match employee donations 2-1. Hard to beat that.” Read Great Place to Work review here. U.S. headquarters: San Jose, Calif. Industry: Information Technology Worldwide employees: 17,373 Total Philanthropic Donations: $37,867,480 Offers PTO for Volunteering: No Offers Employee Matching Funds: Yes 30. Old Navy Courtesy of Old Navy Employees say: “What makes Gap Inc. a great place to work is the emphasis it puts on community. The company strives to give to the community not just financially but also from a hands on approach. There is constantly a community volunteer or outreach program going on. If you volunteer on your own outside of work, the company will match your hours and give a donation to your non-profit for the time you volunteer, which is AMAZING!” “The amount of community service and volunteering that we do as a brand is amazing. From a store level upward the differences we make in our communities is absolutely amazing, and something I am extremely proud of. ” Read Great Place to Work review here. U.S. headquarters: San Francisco Industry: Retail Worldwide employees: 57,115 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 31. Baird Courtesy of Baird Employees say: “Baird not only encourages us to have a positive impact on the community they help facilitate. The provide time to volunteer in the community. They also provide financial resources, through the charitable giving matching program. This is important to me because we a successful company and we should be giving back in as many ways as possible. Through their commitment to community, Baird provides opportunities to every employee no matter what your role may be in the company.” “I love the fact that we have Baird Cares Days and can use them to volunteer in the community. We also have a full week dedicated to giving back to the community. I am also very happy that we have matching contributions for our charitable gifts.” Read Great Place to Work review here. U.S. headquarters: Milwaukee, Wis. Industry: Financial Services & Insurance Worldwide employees: 3,338 Total Philanthropic Donations: $4,332,147 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 32. American Express Courtesy of American Express Employees say: “American Express makes a great effort to have employees feel connect to each other and to the community. We do office wide events such as family movie night as well as volunteer activities as a team/department at least once a quarter. This helps us stay a tight knit group who has more in common that just a job.” “I really appreciate the Serve2gether program. I’ve been active in my community and I’ve applied for a grant ($500) from AXP for the last few years for Keep Taylor Beautiful. $500 is a lot of money for a small non-profit that uses 100% volunteer labor!” Read Great Place to Work review here. U.S. headquarters: New York City Industry: Financial Services & Insurance Worldwide employees: 54,879 Total Philanthropic Donations: $36,000,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 33. Cornerstone OnDemand Courtesy of Cornerstone OnDemand Employees say: “Its dedication to maintaining a strong culture is key for the organization. Even as it grows, things change, but the culture seems to remain the same, which is great! The Foundation is also something that really sticks out about the organization. How we assist others in need like disasteready.org, etc. Just recently our company matched all funds that we, as employees, contributed towards the Hurricane Disasters in Houston, etc. Really cool how we interact with the non-profit community!” “Cornerstone consistently encourages employees to get involved in the community. I was able to participate in SPARK, a mentorship program that pairs us with students in under-served communities to educate them on the benefits staying in school.” Read Great Place to Work review here. U.S. headquarters: Santa Monica, Calif. Industry: Information Technology Worldwide employees: 1,952 Total Philanthropic Donations: $150,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 34. Clif Bar & Company Courtesy of Clif Bar & Company Employees say: “ Having a company that not only has values, but leverages them, celebrates them and keeps them alive in the organization is great. Clif Bar goes one step (or ten steps) further with the Aspirations. They give life to everything we do and serve as a barometer for the success and decision criteria for everything we undertake as a company. Using the aspirations has led us to not only expand our business but to also work to the greater good even without a direct gain for the company; only because it is the right thing to do for the world. For example fighting for the rights of farmers in our supply chain. It could end up costing us more, but it’s the right thing to do for those farmers and humanity as a whole. Never before have I seen a company operate with such a higher purpose.” “There are many opportunities to get involved with things I care about. Community service projects are hosted frequently. I can also donate bars or money (matched up to $2K) to an organization of my choice. I love this! ” Read Great Place to Work review here. U.S. headquarters: Emeryville, Calif. Industry: Manufacturing & Production Worldwide employees: 1,111 Total Philanthropic Donations: $8,916,263 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 35. SAP America Courtesy of SAP Employees say: “SAP does great things for the community and really puts an emphasis on giving back. We have lots of service opportunities internally that make us feel like we are making a difference in the world, not just within our company.” “The company also encourages employees in supporting non-work activities. These are typically charitable or community improvement events. These make the employees feel connected to the community, supportive and proud of SAP in its participation.” Read Great Place to Work review here. U.S. headquarters: Newtown Square, Pa. Industry: Information Technology Worldwide employees: 84,962 Total Philanthropic Donations: $4,350,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 36. Children’s Healthcare of Atlanta Courtesy of Children's Healthcare of Atlanta Employees say: “As an organization, I truly believe that Children’s is mission-driven in all that we do. While I am non-clinical, I am reminded everyday of the important work that we do here. When children have nowhere else to turn, we are their advocates. When families experience the worst-case scenario, we support them. Our nurses, physicians, volunteers, and other staff all care deeply about the children we care for. It is not uncommon for our staff to volunteer their free time at the hospital, because they want to do more for our patients. Children’s may not be perfect, but it is an absolutely incredible organization that is dedicated to making children’s lives better. I am proud to work for Children’s—too many times to count, I’ve been stopped while wearing Children’s-branded clothing, always someone expressing admiration and gratitude for the work we do.” “Children’s is filled with caregivers and volunteers whose efforts provide an overwhelmingly positive atmosphere for patients and parents in their times of greatest weakness. The difference we make in people’s lives is visible on their faces.” Read Great Place to Work review here. U.S. headquarters: Atlanta Industry: Health Care U.S. employees: 9,090 Total Philanthropic Donations: $205,500,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: No 37. Capital One Financial Courtesy of Capital One Financial Employees say: “The opportunity to give back to the community in volunteerism is encouraged, even during working hours. There are always several opportunities available, for varying different skill levels, including on-site opportunities. Recently I was able to sign up to assist in the build of the various components needed to construct wheel chair ramps, and I was able to do it onsite, and then go back to my desk & continue my regularly scheduled work. Where else are you able to do that?” “I’m excited about the community efforts Capital One has in the community. I love seeing the company I work for take an interest in my city by investing resources in supporting local interests, like recycling and composting through local farms.” Read Great Place to Work review here. U.S. headquarters: McLean, Va. Industry: Financial Services & Insurance Worldwide employees: 47,148 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 38. PricewaterhouseCoopers Courtesy of PwC Employees say: “PwC cares. They care for us, the team members, as well as the community at large. It feels good to see the way our leadership responds to all of the issues of the nation. This goes for our local leadership also. I look forward to coming to work each morning, so something must be going well.” “PwC is a great place to work because it is a company that invests in you and the community and gives you a lot of diverse opportunities to learn and grow as a professional while making a difference in solving problems.” Read Great Place to Work review here. U.S. headquarters: New York City Industry: Professional Services Worldwide employees: 223,000 Total Philanthropic Donations: $98,296,033 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 39. Synchrony Financial Anthony Collins Photography Employees say: “Synchrony cares about the community and its employees. The company strives to promote others by encouragement and training. I know this from my own personal experience. I started in Customer Service and when the opportunity presented itself to move to Fraud, my manager worked with me to ensure I would be ready to grow. When I was selected for the position, I began to volunteer more and become more active with the community.” “We have lot of volunteering activities, which gives us an opportunity to make a difference in the lives of many underprivileged children. I feel this unique trait makes this a great place to work.” Read Great Place to Work review here. U.S. headquarters: Stamford, Conn. Industry: Financial Services & Insurance U.S. employees: 9,488 Total Philanthropic Donations: $5,190,175 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 40. Novo Nordisk Courtesy of Novo Nordisk Employees say: “The Novo Nordisk Triple Bottom Line is not something management just talks about—everyone is aware of it and is encouraged to do everything to make it happen. Most department meetings involve an activity to give back to the community. There are many opportunities to be involved in giving back.” “I’ve never worked for a company that cared so much about giving back to the community and giving employees time off from work to do that. I’ve participated in more social giving program in the last two years here, than my 20 year career.” Read Great Place to Work review here. U.S. headquarters: Plainsboro, N.J. Industry: Biotechnology & Pharmaceuticals Worldwide employees: 40,522 Total Philanthropic Donations: $9,000,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 41. Cooley Courtesy of Cooley Employees say: “Cooley is special because they truly care about giving back to the community. The Boston office raised $33,718 for the Greater Boston Food Bank as part pf the Legal Food Frenzy competition. With the money Cooley raised, it was enough food to provide approximately 101,154 meals to people in need throughout Massachusetts. Cooley won the ‘Most Raised Overall by a Law Firm’ for a record setting third year in a row.” “There are many opportunities to give back to the community, whether by working with Rebuilding Together, encouraging pro bono work, fundraising for families during Christmas, among many other things!” Read Great Place to Work review here. U.S. headquarters: Palo Alto, Calif. Industry: Professional Services Worldwide employees: 2,055 Total Philanthropic Donations: $37,420,973 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: No 42. Edward Jones Courtesy of Edward Jones Employees say: “The company also focuses on giving back to the community, we have two major campaigns for United Way and Arts and Education but help many other organizations throughout St. Louis throughout the year. Edward Jones provides several volunteer projects that associates can help out with during the year and provides one day a year we can volunteer with any organization we want.” “The firm has a HUGE heart and gives back to the community in so many ways: United Way, Junior Achievement, Race for the Cure, LGBT walk, AHA, St Louis Arts, etc. There are many opportunities to get engaged and you are given the time to get involved.” Read Great Place to Work review here. U.S. headquarters: St. Louis Industry: Financial Services & Insurance Worldwide employees: 44,039 Total Philanthropic Donations: $11,200,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: No 43. World Wide Technology Courtesy of WWT Employees say: “Every employee is offered and encouraged to take an extra day of paid time off, called a ‘Day of Caring’ to give back to the community in whatever your service passion might be. It is encouraged to take this day with your team to make a stronger impact in the community. This is in addition to the matching charitable contributions from the company.” “One of the big reasons I came to WWT was because of their commitment to community and giving back. This is something I am committed to personally and I enjoy working for a company who shares the same values.” Read Great Place to Work review here. U.S. headquarters: St. Louis Industry: Information Technology Worldwide employees: 4,200 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 44. Ernst & Young Courtesy of EY Employees say: “EY also cares about our Community and gives back. Once a month we have a denim day. We donate $5 to a Non-profit organization (different every month) and get to wear jeans to work that day to represent the organization we donated to. We also have Connect Day every year where EY employees volunteer their time for the day and give back to the community. EY also participates in 5k run/walks and we run the absolute best Take Our Daughters and Sons to Work Day Event every year in April.” “It’s a broader purpose of using what we do as an organization to make the world overall a better place. I believe this purpose unites our people. One specific example is EY Connect Day when everyone spends a day volunteering as a group.” Read Great Place to Work review here. U.S. headquarters: New York City Industry: Professional Services Worldwide employees: 228,041 Total Philanthropic Donations: $55,598,683 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 45. SAS Institute Courtesy of Steve Muir Employees say: “SAS provides us many opportunities to volunteer within the community. I was able to help with meal kits for seniors through the foodbankcenc. I really enjoyed it and can’t wait to help again! We also collect several donations throughout the year for various charities. It feels great to help our community out!” “Our company demonstrates caring for our earth and community. I feel a sense of pride when I see my company name on exhibits at the state art and science museums. I think the education department contributes strongly toward public school curriculums.” Read Great Place to Work review here. U.S. headquarters: Cary, N.C. Industry: Information Technology Worldwide employees: 14,136 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 46. Baptist Health South Florida Courtesy of Baptist Health South Florida Employees say: “To build a cancer program, the hospital created a brand new center and moved physicians, staff, technology, and infrastructure into a place to deliver high quality care. To ensure that care was provided to all members of the community, the hospital partnered with its neighboring children’s hospitals in the community to guarantee that all children who needed treatment at our facility with proton therapy could receive it (without regard for insurance coverage and ability to pay). The hospital provided everything needed to provide multidisciplinary care (pediatric anesthesia, pediatric nurses, pediatric social worker, child life specialist) and whatever it could not provide, it worked with its partners to provide. There is no health care institution who has done so much for our most important patients, our children. This is a truly outstanding place to work.” “There is a great focus on creating an workforce that is engaged and is able to contribute to its community. At the end of the day, our leaders care that we are able to do a good job and provide great care to our patients.” Read Great Place to Work review here. U.S. headquarters: Coral Gables, Fla. Industry: Health Care U.S. employees: 16,210 Total Philanthropic Donations: $301,000,000 Offers PTO for Volunteering: No Offers Employee Matching Funds: Yes 47. Prometheus Real Estate Group Courtesy of Prometheus Real Estate Employees say: “We have amazing benefits, and most of the company leadership is exceptional. We truly care about our local communities and give back, and try to do things differently from the industry.” “There is a great focus on creating an workforce that is engaged and is able to contribute to its community. At the end of the day, our leaders care that we are able to do a good job and provide great care to our patients.” Read Great Place to Work review here. U.S. headquarters: Coral Gables, Fla. Industry: Health Care U.S. employees: 16,210 Total Philanthropic Donations: $301,000,000 Offers PTO for Volunteering: No Offers Employee Matching Funds: Yes 47. Prometheus Real Estate Group Courtesy of Prometheus Real Estate Employees say: “We have amazing benefits, and most of the company leadership is exceptional. We truly care about our local communities and give back, and try to do things differently from the industry.” “I really enjoy working with my fellow Prometheans and enjoy what I do. With the volunteer programs such as Porch and other events, I feel a sense of satisfaction helping those in need.” Read Great Place to Work review here. U.S. headquarters: San Mateo, Calif. Industry: Construction & Real Estate U.S. employees: 504 Total Philanthropic Donations: $128,625 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: No 48. Principal Courtesy of Principal Employees say: “I think Principal has an extremely inclusive environment. We have employee resource groups who are always open to new members and want more people to get involved. Principal finds a way to make an imprint in the community with United Way and the Principal Charity Classic, and many other diverse sponsored events (to mention a few).” “Principal will give their employees Paid Time Off to volunteer with their favorite organizations throughout the year. To me, it doesn’t get much better than a company that opts to help you grow as an individual, as a family, and as a community.” Read Great Place to Work review here. U.S. headquarters: Des Moines, Iowa Industry: Financial Services & Insurance Worldwide employees: 14,690 Total Philanthropic Donations: $13,200,000 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 49. American Fidelity Assurance Company Courtesy of American Fidelity Assurance Employees say: “The Oklahoma Blood Institute brings their staff to our office, five times each year, and American Fidelity allows our Colleagues paid time off to donate blood, at work. American Fidelity was recognized this year for our 100th blood drive with OBI. We have five donors who have been donating blood at American Fidelity since 1984. American Fidelity has the longest tenure of blood drives with the Oklahoma Blood Institute within our city. Five donors have donated over 100 times.” “T-shirt days are always popular and our company incorporated a charitable donation with the activity, allowing colleagues to nominate the charities. Blood drives, food drives, and school supply drives are other great ways we help our neighbors.” Read Great Place to Work review here. U.S. headquarters: Oklahoma City, Okla. Industry: Financial Services & Insurance U.S. employees: 1,826 Total Philanthropic Donations: $1,620,643 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: Yes 50. Hunton & Williams Courtesy of Hunton & Williams Employees say: “I have only been working here for 8 months now but I think the dedication to client service and community service and the positive attitudes of everyone here makes this a fantastic place to work . It is a fun environment and people are friendly and approachable and good hearted to the core.” “Hunton is always willing to support employees who want to invest in the community. I felt strongly about supporting the charitable work of a non-profit, and not only did the firm match my contributions, but individual partners gave as well.” Read Great Place to Work review here. U.S. headquarters: Washington, D.C. Industry: Professional Services Worldwide employees: 1,432 Total Philanthropic Donations: $25,988,740 Offers PTO for Volunteering: Yes Offers Employee Matching Funds: No   Methodology Fortune‘s research partner, Great Place to Work, selects the Best Workplaces for Giving Back rankings based on feedback from 386,278 employees at Great Place to Work–Certified organizations. Employees completed Great Place to Work’s anonymous Trust Index survey, answering a detailed questionnaire that includes questions about how proud they are of their impact on the community, the difference they feel they make, and whether their work has special meaning. Results from the survey are highly reliable, having a 95% confidence level and a margin of error of 5% or less. To select the list, Great Place to Work considers organizations’ policies regarding paid time off for volunteering and the extent to which they contribute generously to community and charitable causes through corporate donations and employee fund-matching programs. Final rankings are primarily based on employees’ own feedback on over 50 survey questions, with special emphasis on their connection to the organization’s community impact. Rankings reward organizations where not only the majority of their employees are proud of their community involvement, but these experiences are widely shared within the organization, regardless of who they are or what they do in the organization. Results take into account the complexity of the employee population and performance relative to peers. To learn more about Great Place to Work Certification and be considered for Best Workplaces lists published by Fortune, visit greatplacetowork.com.          
    Future of Work
    2018年02月10日
  • Future of Work
    数字助理已经来临,未来已来!乔治亚理工学院的计算机教授助理居然是一个机器人 作者: 本·惠特福德 ben whitford 乔治亚理工学院2016年计算机科学课程的学生在学期结束时得到了一个惊喜:据透露,他们的助教之一,一个友善但心胸狭隘的年轻女性Jill Watson,是一个机器人。 学生们从来没有见过沃森,但觉得他们认识她。在这个学期里,她发了数百个询问,发布到班级的数字公告板上,提供作业提示,领导在线讨论,赢得了她快速,有益的回应。但与其他助教不同,沃森实际上是一个“聊天机器人” - 由Ashok Goel教授创建的虚拟助手,以减轻他的助手的压力。 一位学生在大曝光后说:“我惊呆了。“就在我想提名吉尔·沃森为杰出的助教,”另一个声明。 Goel的老师 - 机器人提供了世界工作场所可能的未来的一瞥。比利·梅塞尔(Bill Meisel)说,戈尔曾经帮助学生和同事们很容易地适应人力资源部门的需求,为员工提供不折不扣的,定制化的,实际上即时的支持。工作场所。 “移动设备或网站上的员工可以使用自然语言聊天机器人,这可以自动解决员工问题,而不会迫使员工通过材料来查找答案或需要专业人员的时间。”他说。 迈塞尔不只是理论。由于苹果,亚马逊,微软等科技巨头以及众多小公司的努力,机器人在工作场所的殖民化进展顺利。Forrester 在2017年报告说,有41%的企业已经在使用或开发AI工具; 预计三年后,至少有8.43亿企业用户在工作场所使用数字助理。 许多数字助理专注于消费者,有些比游戏改变者更具噱头 - 例如,Taco Bell的“Tacobot”让Slack用户通过聊天机器人订购午餐,但仍然需要人来接订单。不过,对于面向销售和服务的机器人来说,未来是光明的:到Gartner报告预测,到2020年,客户将处理85%的业务交易,而不会与人进行交互。 “数据民主” 随着技术的发展,机器人有望成为企业围绕人力资源乃至管理职能进行战略规划的一部分。ADP创新实验室高级副总裁罗伯托·马西罗(Roberto Masiero)说,这有可能成为一种民主化的力量,让员工可以无障碍地获取信息,帮助他们更聪明地工作,充分利用机会。 ADP自己的聊天机器人,它在内部使用,并且正在与合作伙伴机构的约2000名员工进行测试,可以发出提醒,提供职业提示,并为员工提供24/7全天候的人力资源信息。Masiero说:“它成为一个推动者。“它创造了以前不存在的数据民主。” 而且,ADP不仅看到了以企业为中心的数字助理的巨大潜力。微软和亚马逊都在努力将语音助手带到工作场所,希望工作人员有一天会使用Cortana或Alexa来管理他们的日历,处理待办事项列表并执行一些工作职能。 其他公司正在开发更专业的工具。Voicera最近推出了一个名叫Eva的语音操作数字助手,可以在会议中记录笔记,并根据所听到的讨论发送提醒。IBM正在利用人工智能来提高人才管理水平,并表示“未来每个员工都有自己的导师”。 机器人还可以在上手和训练中扮演重要角色。一个海军项目发现,接受数字辅导人员接受信息技术培训的新兵后来比刚接受培训的新兵有更好的表现,经过七周的培训后,他们的表现可以达到与具有三年在职经验的专家相匹敌的水平。 要对AI可能带来的失望做好准备 不过,并不是每个人都对AI技术的乌托邦的承诺感到兴奋。一个HR.com调查发现,人力资源专业人士无论是“深恶痛绝”,“不喜欢”或“89%的有关于AI通过在工作场所有所保留”。 即使前人关注人工智能潜力的前GOOGLE人力资源总监拉兹洛·博克(Laszlo Bock)也表示,由于商界人士对技术的迅速接受,他有点害怕。他说:“这是你第一次站在高位跳水的感觉:你知道你可能不会堕落,但你也有点害怕。 博克说,人工智能有很多方式可以使工作场所变得更好,并使员工“更快乐,更有效率”,现在正在领导一家名叫胡姆的创业公司,以改善工作为目标,“通过科学,机器学习和一点点爱“。但也有很多情况下,人工智能可以疏远工人,加强现有的机构偏见或妨碍人的互动,使良好的领导成为可能。 博克说:“通过让人类与人交谈,你能够深入了解你的组织。“在大多数聊天机器人中,你失去了这种洞察力和知识。” 问题的一部分是,“人工智能”这个词有些用词不当 - 即使是最复杂的数字助理,也没有什么是真正聪明的,也没有什么是自我意识的。这意味着一个机器人所表现出来的任何人类或移情终究都是空洞的。 这不一定总是一件坏事,因为从工作场所交互中去除人为因素可能会使员工更容易谈论敏感问题。例如,DARPA的计算机科学家发现,当人们认为他们正在与一个没有灵魂的聊天机器人而不是一个人工监控的系统交谈时,人们更可能向一个人工智能治疗师开放。 这导致心理学家发展Woebot,一个数字助理,检查精神健康患者的福利,并获得比人类倾向于接受的弗兰克反应。其他数字助理专门讨论报废问题,给终端病人一个安全的空间来找出他们的选择。“当人们进行这种谈话的时候,很难做出不公正的判断。所以,有些人可能会发现,聊聊这些关于他们想法的聊天机会会更容易一些,“来自”对话项目“的罗斯玛丽·劳埃德牧师,一个报废的慈善机构,告诉”新科学家“。 寻找减轻风险的方法 博克说,更大的担忧是人工智能系统容易扩大设计者和用户的有意识或无意识的偏见。Bock指出,微软在2016年推出了一个Twitter聊天机器人,它利用机器学习磨练了基于与真人相互作用的会话技巧 - 在24小时之内,Twitter用户已经训练了机器人鹦鹉种族主义的可怕看法,迫使微软取消这个插件。 这是一个极端的例子,但是所有的AI系统都依靠现实世界的数据进行训练,所以从本质上来说,这往往会加强现状。加入基于用户反馈的微调算法的特性,认知技术也容易加强机构偏见,即使它们提供了一个客观性的单调。 Bock警告说:“如果你现在所做的只是对现有数据进行培训,那么你将会建立复制已经存在的偏差的系统,并将其扩展到新的领域。“大多数组织正在采用机器学习的方法,将使问题变得更糟,而不是更好。” IBM的高管咨询合作伙伴Dave Millner说,这样的问题可以计划和避免,但是只有管理者知道他们在做什么。不幸的是,人工智能系统的潜力与管理者对技术的理解之间存在着令人不安的差距。 HR.com的调查发现,大多数人力资源专业人士认为人工智能将在未来五年被广泛应用于其组织中,70%的受访者表示聊天机器人将成为员工获取人力资源信息的重要途径,一半以上的人表示,直接从电脑,没有人力老板的参与。 但是,只有8%的人力资源专业人员相信他们理解AI技术。Millner说,这种野心和无知的结合是危险的,因为它可以防止管理者以清醒的眼光看待AI。“有早期的采用者,这很好,”Millner说。“但是仍然有很多的无知,缺乏对它能做什么的知识和理解,更重要的是它不能做到。” Millner说,需要的是一个更为深思熟虑的方法,从教育开始,最终实施被充分理解的系统,以避免偏见和其他潜在的隐患。“当然,这是一个风险,”他说。“但是,如果以适当的方式引入测试和试点,并不断学习,那么就可以减轻这些风险。” 长期观点:“积极正面” 博克还说,工作场所人工智能可以是一个福音,如果它负责任地处理。博克说:“从长远来看,这将是一个净利好。“但在短期/中期,这一切都取决于建立这些系统的人的价值观和观点。” Bock说,对于决策者来说,并不是说AI最好避免。关键是要认识到潜在的奖励风险和意识。他说:“这是一个巨大的机会。“接下来的三到五年里,有一个关于如何善用这项技术的公司将会粉碎它,而且绝对会赢。有很大的好处。“ 博克说,与其将工作场所的数字助理视为节省资金的技术,而不能将人力交互的需求自动化,公司应该将其视为增强人类决策的手段,并让管理人员有更多时间完成困难但重要的任务建立关系和培养员工。 他说:“基本上我是一个乐观主义者。“一点点机器学习可以帮助我们成为更好的领导者。” 本文由AI自动翻译,仅供参考。下列为英文版本。     Students in a 2016 computer science course at Georgia Tech got a surprise as the semester was wrapping up: It was revealed that one of their teaching assistants, a friendly but serious-minded young woman named Jill Watson, was a robot. The students had never met Watson, but felt they knew her. Over the course of the semester she had fielded hundreds of inquiries posted to the class’ digital bulletin board, offering homework tips, leading online discussions and winning praise for her quick, helpful responses. But unlike the other teaching assistants, Watson was actually a “chatbot” — a virtual assistant created by Professior Ashok Goel to reduce the strain on his human helpers. “I was flabbergasted,” one student said after the big reveal. “Just when I wanted to nominate Jill Watson as an outstanding TA,” another declared. Goel’s teacher-bot offers a glimpse of a possible future for the world’s workplaces. The same techniques Goel used to help students and colleagues could easily be adapted to the needs of a human resources division, offering unflagging, customized and virtually instant support to employees, says Bill Meisel, a consultant who has researched the rise of digital assistants in the workplace. “A natural-language chatbot, available to employees on mobile devices or a website, could automate much of the burden of answering employee questions without forcing the employee to wade through material to find the answers or require the time of an HR professional,” he says. Meisel isn’t just theorizing. Thanks to the efforts of tech giants like Apple, Amazon and Microsoft, along with a host of smaller companies, the robotic colonization of the workplace is well underway. Forrester reported in 2017 that 41 percent of businesses were already using or developing AI tools; three years from now at least 843 million enterprise users are expected to be using digital assistants in the workplace. Many digital assistants focus on the consumer, and some are more gimmick than game-changer — Taco Bell’s “Tacobot,” for instance, lets Slack users order lunch via a chatbot, but still requires a human to pick up the order. Still, the future is bright for sales- and service-oriented bots: By 2020, a Gartner report predicts, customers will handle 85 percent of their dealings with businesses without interacting with a human. ‘A Democracy of Data’ As technologies evolve, bots are expected to become a bigger part of companies’ strategic planning around HR and even management functions. That has the potential to be a democratizing force by giving employees frictionless access to information and helping them to work smarter and make the most of opportunities, says Roberto Masiero, senior vice president of ADP Innovation Labs. ADP’s own chatbots, which it uses internally and is testing with around 2,000 employees at partner organizations, can issue reminders, offer career tips and provide workers with access to HR information on a 24/7 basis. “It becomes an enabler,” Masiero says. “It creates a democracy of data that didn’t exist before.” And it’s not just ADP that sees enormous potential for enterprise-focused digital assistants. Microsoft and Amazon are both fighting to bring voice-operated assistants into the workplace, in the hope that workers will one day use Cortana or Alexa to manage their calendars, handle to-do lists and carry out some job functions. Other companies are developing more specialized tools. Voicera recently launched a voice-operated digital assistant called Eva that can take notes during meetings and send reminders based on the discussions it overhears. And IBM is using AI to improve talent management, saying it envisions a future in which “every employee has a personal mentor.” Bots could also have a big role to play in onboarding and training. A Navy project found that recruits who received IT training from a digital tutor subsequently outperformed human-trained recruits, and after seven weeks of training could perform at a level that matched that of an specialist with three years of on-the-job experience. Bracing for a Potential Belly-Flop Still, not everyone’s excited about the promised AI-powered techno-utopia. An HR.com survey found that 89 percent of HR professionals either “detest,” “dislike” or “have some reservations” about AI adoption in the workplace. Even former Google HR chief Laszlo Bock, who is upbeat overall about AI’s potential, says he’s a little freaked out by the business community’s rapid embrace of the technology. “It’s the feeling when you stand on top of a high dive for the first time: You know you probably won’t belly-flop, but you’re also a little terrified,” he says. There are many ways in which AI could make the workplace better and make employees “happier and more productive,” says Bock, who is now leading a startup called Humu with a goal of improving work “through science, machine learning, and a little bit of love.” But there are also plenty of scenarios in which artificial intelligence could alienate workers, reinforce existing institutional biases or impede the human interactions that make good leadership possible. “You gain a lot of insight into your organization by having human beings talk to people,” Bock says. “In most chatbots, you lose that insight and knowledge.” Part of the problem is that the term “artificial intelligence” is something of a misnomer — there’s nothing truly intelligent, and certainly nothing self-aware, about even the most sophisticated digital assistants. That means any humanity or empathy manifested by a bot ultimately rings hollow. That’s not necessarily always a bad thing, because removing the human element from workplace interactions might make it easier for employees to talk about sensitive issues. Computer scientists at DARPA, for instance, found people were more likely to open up to an AI-powered therapist when they believed they were talking to a soulless chatbot rather than to a human-supervised system. That led psychologists to develop Woebot, a digital assistant that checks in on mental health patients’ wellbeing and that gets franker responses than humans tend to receive. Other digital assistants specialize in discussing end-of-life issues, giving terminal patients a safe space to figure out their options. “It’s hard for humans to be nonjudgmental when they’re having these kinds of conversations. So some people might find it easier to talk to a chatbot about their thoughts,” the Rev. Rosemary Lloyd from The Conversation Project, an end-of-life charity, told New Scientist. Finding Ways to Mitigate Risks A bigger concern, Bock says, is that AI systems are prone to amplifying the conscious or unconscious biases of their designers and users. Bock notes that Microsoft launched a Twitter chatbot in 2016 that used machine learning to hone its conversational skills based on interactions with real people — and within 24 hours Twitter users had trained the bot to parrot horrendously racist views, forcing Microsoft to pull the plug. That’s an extreme example, but all AI systems rely on real-world data for their training and so by their nature tend to reinforce the status quo. Add in features that fine-tune algorithms based on user feedback and it’s all too easy for cognitive technologies to reinforce institutional biases, even as they offer a veneer of objectivity. “If all you’re doing is training on existing data, you’ll build systems that replicate the bias that already exists, and expand it into new arenas,” Bock warns. “The approach most organizations are taking to applying machine learning today will make problems of bias worse, not better.” Such problems can be planned for and avoided, but only if managers know what they’re doing, says Dave Millner, an executive consulting partner with IBM. Unfortunately, there’s a troubling gap between the perceived potential of AI systems and managers’ understanding of the technology. The HR.com survey found that most HR professionals believe AI will be widely used in their organizations over the next five years, with 70 percent saying chatbots will become an important way for employees to access HR information and more than half saying workers will take orders directly from computers, without the involvement of human bosses. However, just 8 percent of HR professionals are confident that they understand AI technologies. That combination of ambition and ignorance is dangerous, Millner says, because it can prevent managers from engaging with AI in a clear-eyed way. “There are early adopters, and that’s great,” Millner says. “But there’s still a lot of ignorance, a lack of knowledge and understanding about what it can do and, more importantly, what it can’t do.” Millner says what is needed is a more considered approach that begins with education and culminates in the implementation of well-understood systems that are designed to avoid bias and other potential pitfalls. “It’s a risk, of course,” he says. “But if it’s introduced in an appropriate way, with testing and piloting and continual learning, then you can mitigate those risks.” The Long-Term View: ‘A Net Positive’ Bock also says workplace AI can be a boon if it’s handled responsibly. “In the long term it’s going to be a net positive,” Bock says. “But in the short/medium term it all depends on the values and perspectives of the people building these systems.” The takeaway for decision-makers isn’t that AI is best avoided, Bock says. The key is to be cognizant of the risks and mindful in reaching for the potential rewards. “It’s a huge opportunity,” he says. “There’s a window in the next three to five years where the companies that are thoughtful about using this technology well are going to crush it, and absolutely win. There’s a huge amount of upside.” Rather than viewing digital assistants in the workplace as money-saving technologies that can automate away the need for human interaction, Bock says, companies should see them as a means to augment human decision making and to give managers more time for the difficult but important tasks of building relationships and nurturing their employees. “Fundamentally I’m an optimist,” he says. “A little machine learning can go a long way toward helping us be better leaders.”
    Future of Work
    2018年02月09日
  • Future of Work
    Workday宣布成立2.5亿美元的基金,,聚焦新兴技术,如AI,区块链等 2018年2月7日(GLOBE NEWSWIRE) -   Workday(NASDAQ:WDAY),在企业云应用的领导者财务和人力资源,今天宣布了一项2.5亿创投基金。Workday Ventures是公司的战略投资部门,专注于识别,投资和与早期发展阶段的公司合作开发新兴技术(如人工智能(AI)和机器学习,区块链以及增强和虚拟现实),可应用于企业。   Workday Ventures将由经验丰富的Workday高管Leighanne Levensaler和Mark Peek负责管理,他们被任命为董事总经理和联席主管。Leighanne将担任Workday公司战略高级副总裁职位之后,她将在2016年担任公司应用领先的产品管理职位。 Mark是一位企业界资深人士,为Workday Ventures带来了超过30年的财务和运营经验,此前曾在Workday担任联席总裁兼首席财务官,此外还担任包括Amazon和VMware在内的公司的领导职务。 Workday 宣布将开放其云平台,为其客户和合作伙伴生态系统创造新机会,扩大Workday核心应用程序的力量。对Workday Ventures的投资建立在这一努力和公司持续的可扩展性之上,为新兴公司提供人员和技术专业知识,探索新的用例和创新技术,以塑造下一代企业技术。 除了资金外,Workday Ventures投资组合公司还将获得Workday在企业领域的丰富经验,市场知识和全球影响力,其中包括: 获得Workday产品主管和领导者的指导,他们可以指导投资组合公司对企业进行导航,包括大规模建设和交付技术,以及创建可持续的商业模式。 与Workday客户的联系 - 世界上一些最大,最具破坏性的品牌,共有2600多万用户。 在技​​术层面上进行实际操作,包括访问Workday数据科学家,架构师和工程师。 对新闻的评论 “Workday Ventures的投资加强了我们对于企业创新前沿的承诺,”Workday联合创始人兼首席执行官Aneel Bhusri表示。“将Leighanne和Mark的领导力与我们对企业市场的深刻理解相结合,将使Workday Ventures成为行业领导者,支持我们投资组合公司,社区和企业的发展。” 关于Workday  Workday是财务和人力资源的企业云应用程序的领先供应商。Workday成立于2005年,为全球最大的公司,教育机构和政府机构提供财务管理,人力资本管理和分析应用程序。从中型企业到财富50强的企业都选择了Workday。 大型公司生态化建设步伐都会越来越快,一来建立适合周边生态,二来希望找到未来的新机会,三来为业务增长寻求动力。
    Future of Work
    2018年02月08日