Ep 152: Why Relying on Data Can Cause More Harm Than Good

Ep 152: Why Relying on Data Can Cause More Harm Than Good

Cathy O’Neil is a mathematician who has worked as a professor, hedge-fund analyst and data scientist. Cathy founded ORCAA, an algorithmic auditing company, and is the author of Weapons of Math Destruction.

Cathy says she was always a math nerd. She loves the beauty of mathematics, and says it is almost an art – the cleanliness of it. One of her favorite things is that math is the same no matter what country you go to. She also had had an interest in the business world, which led her from academia to work as a hedge fund quantitative analyst.

Big Data is both a technical and marketing term. The technical term depends on the technology you are using. Big data used to mean that it was more data than you could fit on your computer – now it means more that you can perform in a simple way – that it needs to be put it into another form before it can be used.

The marketing term, ‘big data’ is misleading. However, it represents the belief that you can collect data for one thing but then the same data can be used for another purpose. “It is a technology that allows us to collect seemly innocuous data and use it for another purpose.”

One profession in which O’Neil has at looked at the use of big data and algorithms in detail – and discusses in her book – is teaching and their evaluations. She says there were teacher evaluation algorithms originally designed to eliminate the achievement gap between ‘rich kids and poor kids’. Eventually, a new system was devised entitled, ‘value added teacher model’.

The idea of this new system intended to offset the previous way of looking at assessing teachers - where they solely looked at the teacher’s students’ final test scores.

The ‘value added score’ system holds teachers accountable for the difference between students’ final score and what they were expected to achieve/receive.

O’Neil says that this method ‘sounds good’ and seems to ‘make sense’. However, with only 25 (or so) students in one teacher’s classroom, there is not enough data. Additionally, both the expected and actual scores have a lot of uncertainty around each of them. So this final number ‘ends up not much better than a random number’. With that, there is not enough credible data to base important decisions such as terminating a teacher’s job.

One of O’Neil’s main points in today’s discussion is that every algorithm is subjective. Whether it is used to evaluate teachers, hire or fire employees in a financial organization - people should know that they have the right to ask the algorithm explained to them. The 14th Amendment provides them ‘due process’ to ask why they are terminated, not promoted, etc. - other than just alluding to a algorithm result.

What you will learn in this episode:

  • What is ‘weaponized math’?
  • How is the internet building a new kind of ‘class’?
  • What are the 2 definitions of ‘big data’?
  • The potential bias found in the use of algorithms in teacher evaluations, hiring practices, firing

Avsnitt(1054)

Ep 79:  SUPERBOSSES:  How To Create Exceptional Leaders For The Future Of Work

Ep 79: SUPERBOSSES: How To Create Exceptional Leaders For The Future Of Work

Lately, I've been surrounded by the theme of management and leadership, and the role of each in the future of work. Today, we are chatting with Sydney Finkelstein to discuss what makes some leaders truly exceptional. Sydney is the Steven Roth Professor of Management and faculty director of the Tuck Executive Program at the Tuck School of Business at Dartmouth College. He is also the author of the phenomenal new book Superbosses: How Exceptional Leaders Master the Flow of Talent.    The idea for Sydney's book and the Superboss title arose from a pattern that he noticed in the food industry where sous-chefs at a particular restaurant were moving on to new restaurants and becoming executive chefs. Sydney began to research if the pattern was present in other industries and found that in many fields, one person has immense influence in the development of talent in that field. The book took 10 years to write... the more time Sydney spent on it, the more fascinated he became!   So what exactly is a Superboss? While a leader is someone that creates other leaders, a Superboss is even more than that. A Superboss is a leader that helps other people accomplish more than they ever thought possible. He or she really makes it their business to turbocharge their employees' careers. While most bosses are narrowly focused on performance, command, and control, a Superboss has an invested interest in employees succeeding.    Sydney shares some examples of Superbosses ranging from Ralph Lauren of fashion to Larry Ellison, the founder of Oracle. He has found that there are 3 types of Superboss: Iconoclasts that tend to be creative and need to learn, Glorious Bastards who are tough and may even lead with ridicule, and Nurturers that truly care about the success of their protégés. We discuss how to spot a Superboss and how to interview a prospective employer to learn if they are a Superboss.    "Anyone in an organization can become a Superboss." - Sydney Finkelstein   We all have the potential to be a Superboss. The traits are completely learnable and teachable but one must be willing to make the commitment. Instead of solely thinking about development of talent and retention, consider the outflow. The best talent most likely sees themselves moving on to bigger and better things so enable that idea. Continue to interact with your team members after they leave your nest. Always be on the look out for talent, inspire your team, instill confidence in others, delegate tasks but don't be afraid to get your hands dirty, as well!   What you will learn in this episode: What is a Superboss What separates a Superboss from others How Superbosses fit in with organizational structures Real examples of who a Superboss is How do we identify a Superboss to work for them Servant-based leadership How Superbosses are motivating employees Innovation and talent in HR Links From The Episode: Sydney Finkelstein on Twitter SUPERBOSSES on Amazon   (Music by Ronald Jenkees)

4 Apr 20161h 7min

Ep 78:  Leadership And The Future Of Work

Ep 78: Leadership And The Future Of Work

A few months back while I was doing a keynote in Mumbai, I had the pleasure of meeting Dr. N.S. Rajan. Dr. Rajan is the author of a new book, Quote Me if You Can, as well as Group Chief Human Resources Officer and a member of the Group Executive Council of Tata. The Tata group is comprised of 100 companies with over 600,000 employees globally. It is one of the largest organizations in the world with companies offering a broad range of services and commodities. Each company has body and mind of its own, with Tata being the soul.     As Group CHRO, Dr. Rajan works with the CHRO in every company in the Tata group, providing critical leadership and spearheading diversity initiatives. He believes in putting the effort forth to create more effective and better leaders with a concept similar to servant based leadership. While managers focus on the task to be completed, the process to complete it, and supervising a set of people to get there, the leaders role is more ambiguous. They must envision, set new directions, and inspire and value their team. To be a leader, it is absolutely essential to listen to people and understand their needs.    “The secret of leadership:  Those who rule must serve, those who serve will rule.” – Dr. N. S. Rajan    Leaders at Tata follow a parenting model. They aren’t intrusive but rather lend a helping hand in a positive way.  Leaders have to learn to exercise power prudently, and to combine passion and compassion. Leadership is evolving due to the changes of the world, such as downturns in economy and technological advances. Organizations must continue to adhere to their values as leadership evolves - considering ethics when promoting or creating leaders, as well as experience and competence.     What you will learn in this episode:  How leadership is changing  The role of leaders  How millennial leaders are different  Diversity in leadership  Important skills and qualities of a good leader  Trends shaping the future of leadership  How leadership has changed over the past few years  Shared vision  Links From The Episode: Dr. N.S. Rajan On Twitter    (Music by Ronald Jenkees)

28 Mars 20161h 15min

Ep 77: How To Create An Agile Enterprise

Ep 77: How To Create An Agile Enterprise

When you are leading one of the world's largest organizations with hundreds of thousands of employees you need a unique vision to succeed. Jeff Smith, the Chief Intelligence Officer at IBM, has two major missions as CIO. First, to enable a productive work environment and second, to lead the deployment of an agile culture throughout the company. Jeff recently filled me in on the concept of an agile enterprise and how it is shaping the way we work.   With the world changing at such a fast pace, organizations and employees must be agile by continuously adapting to situations, addressing problems, and reevaulating progress. This is important for leadership, collaboration, and delivery practices to allow organizations in any industry and of any size to be more successful. Non-agile enterprises run with a fixed plan as though things won't change when we all know that there is no certainty in life! So when a problem arises, the plan is ruined versus an agile enterprise that can adjust the sails to go with the flow.   The main benefits to creating an agile enterprise are broader based skills and increased engagement. Employees have more autonomy and purpose which drives engagement. It is necessary to have a supportive mechanism to transform into an agile enterprise. At IBM, they have an academy with 30 courses that are individual and team based. They also have agile coaches that help put concepts into place. The role of technology is central in an agile enterprise. IBM has it's own social network and a strong search environment. Collective intelligence is valued as it will always outweigh individual insights. According to Jeff, a fundamental piece of creating a high performing culture is people learning from each other.   It is time to consider what is working well in your organization. What methods can you put in place to develop an agile enterprise?     What you will learn in this episode:   What is an agile enterprise How to establish an agile enterprise Course correction Collective intelligence  Simplification of IT Work environments Retrospective   Links From The Episode: Jeff Smith on LinkedIn IBM.com (Music by Ronald Jenkees)

21 Mars 20161h 5min

Ep 76: The Past And Future Of Jobs And Paychecks

Ep 76: The Past And Future Of Jobs And Paychecks

This week we are discussing the past and future of jobs and paychecks with Dr. Lawrence “Larry” Mishel. Larry has been a labor market economist for 30 years and is now the President of The Economic Policy Institute, a Washington based think tank. EPI is focusing on how our current economy is affecting low and middle income Americans, what policies are needed to restore the middle class, and how to generate robust wage growth for everyone so they experience a growing standard of living. With a PhD in economics, Larry is increasingly concerned with trends regarding wage stagnation – he believes the preeminent economic challenge of our time is to overcome wage stagnation. The wages and benefits of nearly all workers haven’t grown in 12 years! This affects all workers, even those that are highly skilled. The hourly wages and benefits of the median worker have only grown around 9% since 1979! Larry also disagrees with many articles that claim the freelancer economy is large and rapidly growing. Numbers actually show that the population of independent contractors is declining.  Numbers also show that many freelancers are using their gigs as supplementary income because the wages from their primary job are not increasing relative to the cost of living. One of the notions of the Future of Work should be the ability to support one’s self with your regular job. It’s possible that a lot of the angst in the country comes from economic insecurity and we could help ease that problem with improved wage policies! What you will learn about in this episode: Wage Stagnation Robots and automation Discrepancies in numbers surrounding the freelancer economy How politics and unions affect wages The skills gap Challenges around worker classification Links From The Episode: Larry Mishel On Twitter  EPI.org  (Music by Ronald Jenkees)

14 Mars 20161h 14min

Ep 75: The Future Of Office Space

Ep 75: The Future Of Office Space

Today, we welcome Julien Smith, cofounder and CEO of Breather, to discuss the factors that are disrupting the idea of traditional office spaces. Julien and I explore how trends, pricing, real estate, and technology are shaping the evolution of physical work places. Julien authored three books on marketing while working from the internet, without an office for about 10 years. As a freelancer with no place to go for work every day, he saw the potential for a totally separate, individualized work space that can be unlocked with your phone. Breather was born… a network of well designed, comfortable but professional small meeting rooms and office spaces. Now there are 100 units across 5 cities. These units generally reside in larger office buildings and can be rented daily, weekly, or just once! They serve as an effective space to be on your own or meet with a small group to brainstorm, rehearse, etc. Many people use Breather spaces when they are traveling or need the use of an outside office. Some users don’t have an office at all and prefer Breather spaces to working from home or from a coffee shop. With so many aspects of work rapidly changing, spaces must evolve as well. Physical space has a dramatic effect on employee experience. In this podcast, Julien and I discuss why the demand for this type of office space is increasing and how it will complement traditional work spaces, making experiences better. What you will learn in this episode How the office space is changing Trends in office space Office Space Pricing Commercial Real Estate How the on demand economy is shaping office space Advice for both employees and management The role of technology in the office space of the future   Links from the episode Breather.com Julien Smith on Twitter (Music by Ronald Jenkees)

7 Mars 201652min

Ep 74: The Future Of Talent

Ep 74: The Future Of Talent

The future of recruiting and retaining top talent is changing.   With new developments in employee engagement, the gig economy, and the rise of Millennials and Generation Z in the workforce, organizations are adapting their methods to find and maintain the best employees. Today, I speak with Mike Preston the Chief Talent Officer at Deloitte.  Deloitte underwent a mass career customization framework, focused on strength based development.  While Deloitte has never had a Chief Human Resources Officer by that name, the Talent Officer title reflects how their employees are viewed.  The people who work for their company, the talent, are the most important component. While this title may have always been the standard at Deloitte, this just shows how they are ahead of the curve in regards to the future of work. Many other organizations are changing the title of their Human Resources departments to reflect the focus on employees themselves.  Deloitte is the world’s largest professional services organization.  Involved in traditional services such as accounting and tax services, an advisory and consultant component, they are also growing into areas such as digital and products.  Globally, Deloitte has 225,000 employees.  Mike is the Chief Talent Officer for the entire firm.  Mike is responsible for driving the talent strategy for all of Deloitte’s employees and partners.  This encompasses developing culture, compensation, recruiting, and all aspects of the life cycle of the employee.  Mike describes in detail the trends in talent, how fast change happens with new developments in technology.  Looking at talent as an ecosystem, it is fascinating to see how new ways engaging employees, such as incorporating an internal freelance economy, contribute to the future of talent.  What you will learn in this episode What having a Chief Talent Officer means The Talent Landscape The Open Talent Economy What will the Future of Talent look like? Millennials and Management Flexible and Distributed Work Rating and Reviews Inclusion and Cognitive Diversity Advice for employees and managers in the future of talent Links from the episode Mike Preston on Twitter  Deloitte.com (Music by Ronald Jenkees)

29 Feb 20161h 6min

Ep 73: Industries Of The Future

Ep 73: Industries Of The Future

If the last 20 years was all about digitization and the rise of the internet, what is next?  This is the subject Alec Ross covers in his new book, The Industries of the Future.  If you regularly listen to The Future of Work podcast, then you know what a huge topic the future is.  Alec spent the last few years writing his book, drawing on his experience, and bringing in stories and background from all over the globe.  Alec wanted to cover many topics, pulling them all together in the centralized theme.  This leads to a thorough examination of the future of work that goes beyond the standard topics such as robots and automation. Alec is one of today’s leading experts on innovation and technology.  He is currently a Distinguished Visiting Fellow at John Hopkins University. Previously, he was the Senior Advisor for Innovation to Secretary of State Hillary Clinton for the duration of her term as Secretary of State.  Alec also advises startups, and is inspired by people who can imagine and invent the future.  He is a big believer in what the entrepreneurs of today are doing. In the Podcast, Alec discusses what he is most optimistic for.  He describes people being enslaved to an employer, while it works for some, sucks the independence out of people.  Many people want more choice and independence, and he feels the recent work marketplaces and predisposition of millennials will change the future of work for the better. Topics covered in this podcast range from cybersecurity to big data, to the commercialization of genomics. Changes in the workplace will come rapidly, and adaptation is key.  Lifelong learning and professional development, not only for leaders, but employees is necessary for thriving in the industries of the future.  Alec shares his advice on the best way to push these types of programs in the workplace. Alec also has great advice for employees on becoming a global worker to advance in their professional careers.  What you will learn in this episode What the Industries of the Future are going to be Alec’s work with Secretary of State Hillary Clinton as Senior Advisor for Innovation Trends that Alec sees are shaping the future of work What Alec is least optimistic about in the future of work Cyber Security, Cyber Warfare and its effect on everyone Robots and Automation, how it will really effect jobs How to be proactive when filling skills gaps The Importance of Genomics Bitcoin and Blockchain technology Big Data vs Privacy in the workplace Trends for the future of work by environment, job type, and geography and culture Links from the episode Industries of the Future on Amazon Alec Ross On Twitter AlecRoss.com (Music by Ronald Jenkees)

22 Feb 20161h 26min

Ep 72: Entrepreneurship In The Age Of the Freelancer Economy

Ep 72: Entrepreneurship In The Age Of the Freelancer Economy

Imagine waking up in the morning, and as your coffee is brewing, reflecting on the work that needs to be completed for the day. For many of us, this can include a long commute to an office, sitting down at a desk, and working within restrictions that is set by management or an organization.  For some people, this mental image causes feelings such as dread, resentment and even depression.  Those people need to find a solution, where they cannot just have a job, but a career that makes their daily lives much more enjoyable!  For some, the result is working on a career where they are not tied down by limitations of working for someone else, but cultivating an entrepreneurial spirit inside themselves. With today’s technology advances, there are many options available for different types of freelance work.  Sites like Upwork, and Fiverr, allow people to post and bid for tasks and jobs, Airbnb allows a homeowner to turn their spare bedroom into income, and an Uber driver can make a living while traveling all across their city.  What if you want to tap into the freelancer economy, but not sure where to start? How does one use these new tools to their advantage to actually become successful?  We look at cultivating entrepreneurship in the age of the freelancer economy, with my guest today, Doug DeVos, the President of Amway.  Amway was founded on an entrepreneurial spirit principle.  Starting in 1959, the founders, including Doug’s own father, believed in a business model that people could have an accessible business of their very own.  With over 21,000 employees in over 100 countries and territories, Amway also has Independent Business Owners that can work full and part time inside their own enterprises.   Amway is able to provide many things inside of their company, such as manufacturing, research and development, and forecasting.   Doug describes his family’s background with Amway, and how the foundation of Amway applies to the future of work, now, more than ever.    A very interesting part of this podcast describes Amway’s 2015 Global Entrepreneurship Report.  In the report, it is evident that the entrepreneurial spirit is alive and well!  Many times, starting a business, especially a small business, can be halted before it is even started.  Fears and insecurities of failure, lack of support, and knowledge, can all be hurdles faced as a person starts working inside a freelancer economy.  Sometimes, it can take some creativity to build the confidence needed to move forward.  Amway is a great example of independent business owners, being able to use a large company as a backbone for their business.  Sometimes having a safe place, to grown and learn, enables individuals to cultivate that spirit Amway was founded on, a necessity to survive and thrive. .   What you will learn in this episode Amway’s 2015 Global Entrepreneurship Report Hurdles and risks in entrepreneurship Life stages and Entrepreneurship Difference between being a freelancer and an entrepreneur What are entrepreneurial characteristics? How people without an innate entrepreneurial spirit can grow in their organizations Innovation Ecosystems Technology in entrepreneurship The freelancer economy and the future Advice for new employees Links from the episode Amway Amway Global  Amway Global Entrepreneurship Report (Music by Ronald Jenkees)

15 Feb 20161h 7min

Populärt inom Business & ekonomi

framgangspodden
varvet
badfluence
svd-ledarredaktionen
rss-borsens-finest
avanzapodden
uppgang-och-fall
lastbilspodden
rss-dagen-med-di
fill-or-kill
affarsvarlden
borsmorgon
rss-kort-lang-analyspodden-fran-di
rss-inga-dumma-fragor-om-pengar
kapitalet-en-podd-om-ekonomi
tabberaset
dynastin
24fragor
rikatillsammans-om-privatekonomi-rikedom-i-livet
market-makers