This document summarizes insights from the StackOverflow Developers Survey regarding diversity in software engineering. It finds that:
1) When assessing job opportunities, diversity is not a top priority for most developers but is more important to non-binary/transgender individuals. Culture and work-life balance are generally more important.
2) Women prefer more specialized technical roles in the future while men prefer being founders/co-founders. Non-binary and transgender individuals have higher doubts about their programming skills compared to men.
3) To attract and retain diverse talent, companies should focus on both diversity and an inclusive culture. They should provide skills development for women and address potential unconscious biases. Stereotypes may influence women and
This doctoral dissertation examines global virtual team members' perceptions of effective leadership practices. The study identifies communication skills and practices perceived as important to virtual team effectiveness. It also identifies best practices for effective communication in global virtual teams. The researcher conducted interviews and an online survey of 73 professionals in global virtual teams to understand their perspectives on these issues. The findings provide insight into the leadership behaviors and communication factors that support success in virtual contexts.
The document discusses future work skills that will be needed over the next decade due to six key drivers of change: extreme longevity, rise of smart machines, computational world, new media ecology, superstructed organizations, and a globally connected world. It identifies ten skills that will be critical for success in the future workforce: social intelligence, transdisciplinarity, sense-making, novel and adaptive thinking, computational thinking, virtual collaboration, new media literacy, cross-cultural competency, cognitive load management, and design mindset. The Institute for the Future conducted research and an expert workshop to identify these skills and drivers.
The document discusses future work skills that will be needed over the next decade due to changes in technology and society. It identifies six key drivers of change: 1) Increased longevity, 2) Rise of smart machines, 3) A computational world with increased data and sensors, 4) New media ecologies, 5) Superstructured organizations enabled by social technologies, and 6) An increasingly globally connected world. It then presents ten skills that will be important for future workforces: social intelligence, transdisciplinarity, sense-making, novel and adaptive thinking, computational thinking, virtual collaboration, new media literacy, cross-cultural competency, cognitive load management, and design mindset. The skills are mapped to the relevant drivers to indicate
The report follows an intensive 12-month review of nearly 200 global publications including books, academic papers, national reports, think tank studies, research group offerings, company and management consultant pieces and a variety of other sources to create a comprehensive overview of the impact of AI on the professions.
https://cipr.co.uk/CIPR/Our_work/Policy/CIPR_Artificial_Intelligence_in_PR_panel.aspx
This document discusses how advances in science and analytics can help organizations boost workforce performance through improved talent management practices. New insights into fields like neuroscience, psychology, sociology, and anthropology are revealing how human behavior and motivation work at a fundamental level. At the same time, the rise of big data is allowing organizations to analyze things like employee data to test hypotheses and determine which talent practices truly impact business results. As a result, HR professionals now have an opportunity to adopt a more scientific, evidence-based approach to talent management in order to significantly improve performance and business outcomes.
This document summarizes research showing that the percentage of women software developers has declined from 42% in 1987 to less than 25% today, despite women representing half the workforce and influencing most consumer technology purchases. It finds that women avoid software careers due to hostile environments, unsustainable pace, lack of purpose/advancement, and few peers/mentors. The document argues that agile values of collaboration, craftsmanship, customer focus and adaptability could help address these issues and better attract and retain women developers.
In this business analysis training, you will learn Zachman Analysis. Topics covered in this session are:
• Introduction to OOA and UML
• Stated vs Un-stated
• Software Analysis and Design
• Modeling
• UML
• Why UML
• Overview
• Types
• Use Case Diagram
For more information, visit this link: https://www.mindsmapped.com/courses/business-analysis/business-analyst-training-for-beginners/
Crowdsourced topic rankings at Snowforce 2017 in Salt Lake City drove this one-hour "Top 10" -- from evolving role of CIO, up through AI-leveraged connection, into a culture of innovation. (Peter Coffee, VP for Strategic Research at Salesforce)
This doctoral dissertation examines global virtual team members' perceptions of effective leadership practices. The study identifies communication skills and practices perceived as important to virtual team effectiveness. It also identifies best practices for effective communication in global virtual teams. The researcher conducted interviews and an online survey of 73 professionals in global virtual teams to understand their perspectives on these issues. The findings provide insight into the leadership behaviors and communication factors that support success in virtual contexts.
The document discusses future work skills that will be needed over the next decade due to six key drivers of change: extreme longevity, rise of smart machines, computational world, new media ecology, superstructed organizations, and a globally connected world. It identifies ten skills that will be critical for success in the future workforce: social intelligence, transdisciplinarity, sense-making, novel and adaptive thinking, computational thinking, virtual collaboration, new media literacy, cross-cultural competency, cognitive load management, and design mindset. The Institute for the Future conducted research and an expert workshop to identify these skills and drivers.
The document discusses future work skills that will be needed over the next decade due to changes in technology and society. It identifies six key drivers of change: 1) Increased longevity, 2) Rise of smart machines, 3) A computational world with increased data and sensors, 4) New media ecologies, 5) Superstructured organizations enabled by social technologies, and 6) An increasingly globally connected world. It then presents ten skills that will be important for future workforces: social intelligence, transdisciplinarity, sense-making, novel and adaptive thinking, computational thinking, virtual collaboration, new media literacy, cross-cultural competency, cognitive load management, and design mindset. The skills are mapped to the relevant drivers to indicate
The report follows an intensive 12-month review of nearly 200 global publications including books, academic papers, national reports, think tank studies, research group offerings, company and management consultant pieces and a variety of other sources to create a comprehensive overview of the impact of AI on the professions.
https://cipr.co.uk/CIPR/Our_work/Policy/CIPR_Artificial_Intelligence_in_PR_panel.aspx
This document discusses how advances in science and analytics can help organizations boost workforce performance through improved talent management practices. New insights into fields like neuroscience, psychology, sociology, and anthropology are revealing how human behavior and motivation work at a fundamental level. At the same time, the rise of big data is allowing organizations to analyze things like employee data to test hypotheses and determine which talent practices truly impact business results. As a result, HR professionals now have an opportunity to adopt a more scientific, evidence-based approach to talent management in order to significantly improve performance and business outcomes.
This document summarizes research showing that the percentage of women software developers has declined from 42% in 1987 to less than 25% today, despite women representing half the workforce and influencing most consumer technology purchases. It finds that women avoid software careers due to hostile environments, unsustainable pace, lack of purpose/advancement, and few peers/mentors. The document argues that agile values of collaboration, craftsmanship, customer focus and adaptability could help address these issues and better attract and retain women developers.
In this business analysis training, you will learn Zachman Analysis. Topics covered in this session are:
• Introduction to OOA and UML
• Stated vs Un-stated
• Software Analysis and Design
• Modeling
• UML
• Why UML
• Overview
• Types
• Use Case Diagram
For more information, visit this link: https://www.mindsmapped.com/courses/business-analysis/business-analyst-training-for-beginners/
Crowdsourced topic rankings at Snowforce 2017 in Salt Lake City drove this one-hour "Top 10" -- from evolving role of CIO, up through AI-leveraged connection, into a culture of innovation. (Peter Coffee, VP for Strategic Research at Salesforce)
The document discusses future work skills that will be needed over the next decade due to changes in technology and society. It identifies six key drivers of change: 1) Increased longevity, 2) Rise of smart machines, 3) A computational world with increased data and sensors, 4) New media ecologies, 5) Superstructured organizations enabled by social technologies, and 6) An increasingly globally connected world. It then presents ten skills that will be important for future workforces: social intelligence, transdisciplinarity, sense-making, novel and adaptive thinking, computational thinking, virtual collaboration, new media literacy, cross-cultural competency, cognitive load management, and design mindset. The skills are mapped to the relevant drivers to indicate
Factors affecting advancement of diverse information technology workforcestuimrozsm
This document presents a research proposal to study factors that affect the advancement of diverse information technology workforces. It identifies key variables like discrimination, exclusion, work-life balance, career development and mentorship through interviews and literature review. The problem statement asks how these variables impact diverse IT workforce advancement. A theoretical framework is presented with the variables as independent factors, exclusion as intervening, and advancement as the dependent variable. Hypotheses and a questionnaire are included to collect data and statistical analysis methods are outlined to test the hypotheses.
This symposium brings together researchers and practitioners to discuss frameworks for leadership theory and practice. It aims to provide a forum for dialogue to help develop models for implementing leadership development.
The main challenge discussed is how to measure the impact and return on investment of leadership development programs. While some tools and approaches have been developed, organizations still struggle to understand when and how leadership development occurs. Experts share experiences from organizations and present ideas for capturing the outcomes of leadership development efforts. The goal is to help organizations determine who to develop, how to develop leaders, and the impact of their development work.
How Remote Work Can Foster a More Inclusive Environment for Transgender Devel...Denae Ford
The document discusses how remote work can foster a more inclusive environment for transgender software developers. It summarizes interviews with three transgender developers who discussed issues like identity disclosure, economic stability, and autonomy. The document calls for more nuanced conceptual models of gender diversity and empirical studies of contributions to understand inclusion deeper. It suggests social media could help build inclusive communities if applied to professional developer contexts.
The document analyzes key drivers that will reshape the future workforce landscape and identifies 10 skills needed over the next decade. It discusses 6 drivers of change: extreme longevity, rise of smart machines, computational world, new media ecology, superstructed organizations, and a globally connected world. These drivers are reshaping work and requiring skills such as transdisciplinarity, sensemaking, social intelligence, novel and adaptive thinking, design mindset, virtual collaboration, new media literacy, cross-cultural competency, cognitive load management, and computational thinking. The skills are mapped to the relevant drivers to indicate which drivers are particularly important to the development of each skill.
The document summarizes the ISSIP Discovery Summit 2023 focused on "Tech for Good". It provides an agenda for the event including a welcome from the ISSIP President, a keynote on leveraging diverse teams for innovation, a panel discussion on Tech for Good, and a presentation on survey findings regarding Tech for Good. The summit aims to advance innovation to benefit people, business and society through discussions, presentations, and networking among innovators and university partners.
What Do Future Technology and Trends Mean for You? Anne Adrian
This document discusses future technology trends and their implications for organizations like Cooperative Extension. It outlines trends like MOOCs, open access, mobile computing and their impact on education and information sharing. The document recommends that Cooperative Extension focus on skills like critical thinking, virtual collaboration, social media proficiency, and developing open and shareable content to respond effectively to changing needs and landscapes.
Across the globe, more than 7.2MM professionals make their living by working in a software engineering capacity - and the United States is home to about ¼ of that population. In this report, we leverage profile, engagement, survey and labor market data to help you learn what makes these professionals tick - and ultimately, how to hire the best for your organization
HAI Industry Brief: AI & the Future of Work Post Covid
Stanford University, Human-Centered Artificial Intelligence:
Researchers studying how AI can be used to help teams collaborate, improve workplace culture, promote employee well-being, assist humans in dangerous environments, and more.
Source: https://aiindex.stanford.edu/wp-content/uploads/2021/03/2021-AI-Index-Report_Master.pdf
This document discusses cultures of prototyping and how different corporate cultures approach the process of prototyping new products. It describes how some companies are more specification-driven, focusing on detailed requirements before prototyping, while others are more prototype-driven, using iterative prototyping to help shape specifications. The medium used for prototyping, the questions prototypes aim to answer, the speed of the prototyping cycle, and who is involved in the process all contribute to a company's unique prototyping culture. Understanding these cultural differences is important for transforming product development practices.
Boudreau and Kaushik 2020 NBER working paper.pdfazra mufti
This document summarizes a working paper that examines the potential role of competitive work environments in explaining the gender gap in technology fields. The paper reports on a large field experiment involving over 97,000 university students randomly assigned to competitive or collaborative conditions in a tech product development activity. The study finds that:
1) In non-STEM fields, competition led to a 27% lower participation rate for females compared to males.
2) However, in STEM fields no significant differences were found between male and female responses to competition.
3) Patterns suggest men in non-STEM fields exhibited overconfidence in competing.
4) Field dominance (male vs. female) better predicted gender participation ratios than whether the field was
This document discusses the changing landscape for information professionals. It notes that the roles of libraries and information sciences are evolving due to technological changes. Funding models are facing pressure to change due to demographic and economic challenges. The document explores options for a new organization to serve the needs of information professionals in New Mexico, including potential meeting topics, formats, and challenges.
What does it_takes_to_be_a_good_data_scientist_2019_aim_simplilearnPraj H
Over the years, the term ‘data scientist’ has evolved greatly. From describing a person who handles data, to a professional who leverages machine learning — this definition has seen a great deal of change. Now, circa 2019, there are numerous blogs, Reddit pages and Quora threads dedicated to the discussion about “how to become a good data scientist”.
The culmination of the Usenix Security 2019 keynote by ex-Yahoo CSO, ex-Facebook CSO, current Stanford adjunct Alex Stamos was an imposing challenge “The nerds inherited the earth. We gotta do better.” Indeed, every living being on this planet both benefits and feels the impact of us nerds (a term I’ve never been fond of, as a female, but that’s another keynote). Much ado lately has been on improving academic-industry collaboration in software engineering research, but what about the “living beings”? I will share an introspection of what I’ve learned during my 20 year academic career intentionally involving as much industrial collaboration as possible and my thoughts on bringing “society” and its needs as a first class customer in achieving software engineering research impact.
AI & DEI: With Great Opportunities Comes Great HR ResponsibilityAggregage
https://www.humanresourcestoday.com/frs/26184029/ai---dei--with-great-opportunities-comes-great-hr-responsibility
The promise of AI for today’s organizations is real, yet in a frenzied state of experimentation, many stumble to get to a full-scale enterprise. As companies race to discover what generative AI can do, HR must lead conversations about how to balance cutting-edge innovations with integrity, trust, and diversity. Globally, organizations are at a critical intersection of Diversity, Equity, Inclusion, and AI acceleration. We will explore how AI is rapidly transforming workplace dynamics and decision-making processes. The safety and protection of the workforce have never been more important and need to be co-led by HR to prevent biases and ensure fair and equitable representation in systems, hiring, and the workforce evolution.
We'll cover:
• The opportunities that AI presents and the responsibility of HR
• How to enhance diverse perspectives in use cases
• Increasing collaboration between AI Developers, HR, Legal and IT
Overall CommentsPlease see my comments below. If you decide to .docxkarlhennesey
Overall Comments:
Please see my comments below. If you decide to resubmit, please highlight all changes.
COMPETENCY: Analyze global issues that influence human resource practices for multinational corporations (MNCs).
CRITERION: Describe how each country regards women and religion.
DISTINGUISHED
PROFICIENT
BASIC
NON-PERFORMANCE
Basic
Identifies, but does not describe, how each country regards women and religion.
Faculty Comments:“
What is it about the religious landscape in both countries that directly impacts the situation of women in the workforce?
”
CRITERION: Assess how these assumptions impact an organization's global recruiting and hiring practices.
DISTINGUISHED
PROFICIENT
BASIC
NON-PERFORMANCE
Basic
Identifies, but does not assess, how these assumptions impact an organization's global recruiting and staffing practices.
Faculty Comments:“
There was so much more that could have been discussed here. For example, it would have been interesting to hear your thoughts on how to recruit female candidates in Kosovo. What would they be looking for in an employer? How would an employer find and communicate with the female talent pool there? What types of assessments and interview techniques should be used to ensure an unbiased selection process? Also, do they need to invest in education programs in the community to grow their candidate pools for the future?
”
COMPETENCY: Analyze the impact of cross-cultural communications on employee management in multinational corporations (MNCs).
CRITERION: Examine organizational integration and communication impacts for HR in this scenario.
DISTINGUISHED
PROFICIENT
BASIC
NON-PERFORMANCE
Non-Performance
Does not identify organizational integration and communication impacts for HR in this scenario.
Faculty Comments:“
It doesn't look like you really addressed this topic.
”
COMPETENCY: Communicate in a manner that is scholarly, professional, and consistent with expectations for members of the human resource profession.
CRITERION: Write in a professional style using APA citations and format with correct grammar, usage, and mechanics.
DISTINGUISHED
PROFICIENT
BASIC
NON-PERFORMANCE
Distinguished
Writes exceptionally and in a professional style using APA citations and format, with correct grammar, usage, and mechanics that are error-free.
Faculty Comments:“
Well written
”
Overview
Write a three-page executive summary on global talent management strategies, based on a case study for Riot Games.
By successfully completing this assessment, you will demonstrate your proficiency in the following course competencies and assessment criteria:
· Competency 1: Explain how culture influences human resource practices and employee management.
. Explain how culture influences HR practices and employee management in this case study.
· Competency 2: Analyze global issues that influence human resource practices for multinational corporations (MNCs).
. Analyze the evidence supporting the improvement of the organization's talen ...
The Emerging Role of Data Scientists on Software Developmen.docxarnoldmeredith47041
The document discusses the emerging role of data scientists on software development teams. It describes how data scientists help analyze large amounts of data from the development process and customer usage to provide insights that inform decisions. The document presents results from interviews with 16 data scientists at Microsoft about their backgrounds, roles, and the types of problems they work on. It identifies five common working styles of data scientists: Insight Providers, Modeling Specialists, Platform Builders, Polymaths, and Team Leaders.
The Emerging Role of Data Scientists on Software Developmen.docxtodd701
The Emerging Role of Data Scientists
on Software Development Teams
Miryung Kim
UCLA
Los Angeles, CA, USA
[email protected]
Thomas Zimmermann Robert DeLine Andrew Begel
Microsoft Research
Redmond, WA, USA
{tzimmer, rdeline, andrew.begel}@microsoft.com
ABSTRACT
Creating and running software produces large amounts of raw data
about the development process and the customer usage, which can
be turned into actionable insight with the help of skilled data scien-
tists. Unfortunately, data scientists with the analytical and software
engineering skills to analyze these large data sets have been hard to
come by; only recently have software companies started to develop
competencies in software-oriented data analytics. To understand
this emerging role, we interviewed data scientists across several
product groups at Microsoft. In this paper, we describe their educa-
tion and training background, their missions in software engineer-
ing contexts, and the type of problems on which they work. We
identify five distinct working styles of data scientists: (1) Insight
Providers, who work with engineers to collect the data needed to
inform decisions that managers make; (2) Modeling Specialists,
who use their machine learning expertise to build predictive mod-
els; (3) Platform Builders, who create data platforms, balancing
both engineering and data analysis concerns; (4) Polymaths, who
do all data science activities themselves; and (5) Team Leaders,
who run teams of data scientists and spread best practices. We fur-
ther describe a set of strategies that they employ to increase the im-
pact and actionability of their work.
Categories and Subject Descriptors:
D.2.9 [Management]
General Terms:
Management, Measurement, Human Factors.
1. INTRODUCTION
Software teams are increasingly using data analysis to inform their
engineering and business decisions [1] and to build data solutions
that utilize data in software products [2]. The people who do col-
lection and analysis are called data scientists, a term coined by DJ
Patil and Jeff Hammerbacher in 2008 to define their jobs at
LinkedIn and Facebook [3]. The mission of a data scientist is to
transform data into insight, providing guidance for leaders to take
action [4]. One example is the use of user telemetry data to redesign
Windows Explorer (a tool for file management) for Windows 8.
Data scientists on the Windows team discovered that the top ten
most frequent commands accounted for 81.2% of all of invoked
commands, but only two of these were easily accessible from the
command bar in the user interface 8 [5]. Based on this insight, the
team redesigned the user experience to make these hidden com-
mands more prominent.
Until recently, data scientists were found mostly on software teams
whose products were data-intensive, like internet search and adver-
tising. Today, we have reached an inflection point where many.
Workforce Planning: A Forward-Looking Approach to Getting the Right People in...ClearCompany
(1) The document discusses the results of a survey on workforce planning challenges. It found that many organizations struggle with unreliable or lacking workforce data and technologies that do not effectively share data. Additionally, skills gaps exist in areas like communication, problem-solving, and management competencies.
(2) The survey revealed that while many organizations track current workforce metrics, very few use templates to plan for their future workforce needs. Developing a future state template was recommended to help organizations strategically prepare for challenges like replacing retiring baby boomers.
(3) The key talent needed for future success was identified as managers. Developing managerial skills was seen as important to fill future leadership roles and replace retiring knowledge workers. Succession
The technology is one of the fastest growing industries. This paper illustrates just how and why the lack of diversity in the technology industry affects individuals in the real world as well as in education. This paper expresses why diversity in the tech industry should be addressed and how the lack of it begins to trickle into our education system.
The “algorithm” is now an entity. It is a subject that society is talking a lot lately. In 2015, a photo app automatically tagged two Afro-American friends as gorillas. In 2016, a bot called Tay learned to be racist, Holocaust denier and that feminists “should all die and burn in hell”, in 12 hours. In less than 24 hours, it was shut down. There is unpredictability of machine learning algorithms when confronted with real people. How much bias machine learning algorithms can introduce? How much came from the data used to train the algorithms and how much came from the algorithm itself? How to create products based on machine learning avoiding gender, race, age or culture bias and others and avoiding doing harm to those groups?
Yates (Communication of ACM, June 2018) said that “any remedy for bias must start with awareness that bias exists.” Page (The Difference, 2007) proposed that identity diversity (our gender, race, religion, etc.) leads to cognitive diversity (the way we think and solve problems), mainly in tasks as prediction and problem-solving. A study made by McKinsey & Company in 2014 says that diversity fosters innovation and increase financial results. So, workplace diversity can help in different ways, including to detect and reduce bias in algorithms design and execution.
How much agile teams, from the beginning of software development chain, can help to minimize bias and reduce backslash to the end user? What is the role of agile when teams are built to work in a machine learning world? Agile Manifesto values individuals and interactions over processes and tools. Agile teams are built on that. Recently, Modern Agile also set two of four values based on people: make people awesome and make safety a prerequisite. Not as a causality, but, maybe, as a correlation, agile values are good evidence that we can have development environments that better support diversity. Once we have more diverse teams, we can expect better outputs (less biased) from machine learning algorithms.
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The document discusses future work skills that will be needed over the next decade due to changes in technology and society. It identifies six key drivers of change: 1) Increased longevity, 2) Rise of smart machines, 3) A computational world with increased data and sensors, 4) New media ecologies, 5) Superstructured organizations enabled by social technologies, and 6) An increasingly globally connected world. It then presents ten skills that will be important for future workforces: social intelligence, transdisciplinarity, sense-making, novel and adaptive thinking, computational thinking, virtual collaboration, new media literacy, cross-cultural competency, cognitive load management, and design mindset. The skills are mapped to the relevant drivers to indicate
Factors affecting advancement of diverse information technology workforcestuimrozsm
This document presents a research proposal to study factors that affect the advancement of diverse information technology workforces. It identifies key variables like discrimination, exclusion, work-life balance, career development and mentorship through interviews and literature review. The problem statement asks how these variables impact diverse IT workforce advancement. A theoretical framework is presented with the variables as independent factors, exclusion as intervening, and advancement as the dependent variable. Hypotheses and a questionnaire are included to collect data and statistical analysis methods are outlined to test the hypotheses.
This symposium brings together researchers and practitioners to discuss frameworks for leadership theory and practice. It aims to provide a forum for dialogue to help develop models for implementing leadership development.
The main challenge discussed is how to measure the impact and return on investment of leadership development programs. While some tools and approaches have been developed, organizations still struggle to understand when and how leadership development occurs. Experts share experiences from organizations and present ideas for capturing the outcomes of leadership development efforts. The goal is to help organizations determine who to develop, how to develop leaders, and the impact of their development work.
How Remote Work Can Foster a More Inclusive Environment for Transgender Devel...Denae Ford
The document discusses how remote work can foster a more inclusive environment for transgender software developers. It summarizes interviews with three transgender developers who discussed issues like identity disclosure, economic stability, and autonomy. The document calls for more nuanced conceptual models of gender diversity and empirical studies of contributions to understand inclusion deeper. It suggests social media could help build inclusive communities if applied to professional developer contexts.
The document analyzes key drivers that will reshape the future workforce landscape and identifies 10 skills needed over the next decade. It discusses 6 drivers of change: extreme longevity, rise of smart machines, computational world, new media ecology, superstructed organizations, and a globally connected world. These drivers are reshaping work and requiring skills such as transdisciplinarity, sensemaking, social intelligence, novel and adaptive thinking, design mindset, virtual collaboration, new media literacy, cross-cultural competency, cognitive load management, and computational thinking. The skills are mapped to the relevant drivers to indicate which drivers are particularly important to the development of each skill.
The document summarizes the ISSIP Discovery Summit 2023 focused on "Tech for Good". It provides an agenda for the event including a welcome from the ISSIP President, a keynote on leveraging diverse teams for innovation, a panel discussion on Tech for Good, and a presentation on survey findings regarding Tech for Good. The summit aims to advance innovation to benefit people, business and society through discussions, presentations, and networking among innovators and university partners.
What Do Future Technology and Trends Mean for You? Anne Adrian
This document discusses future technology trends and their implications for organizations like Cooperative Extension. It outlines trends like MOOCs, open access, mobile computing and their impact on education and information sharing. The document recommends that Cooperative Extension focus on skills like critical thinking, virtual collaboration, social media proficiency, and developing open and shareable content to respond effectively to changing needs and landscapes.
Across the globe, more than 7.2MM professionals make their living by working in a software engineering capacity - and the United States is home to about ¼ of that population. In this report, we leverage profile, engagement, survey and labor market data to help you learn what makes these professionals tick - and ultimately, how to hire the best for your organization
HAI Industry Brief: AI & the Future of Work Post Covid
Stanford University, Human-Centered Artificial Intelligence:
Researchers studying how AI can be used to help teams collaborate, improve workplace culture, promote employee well-being, assist humans in dangerous environments, and more.
Source: https://aiindex.stanford.edu/wp-content/uploads/2021/03/2021-AI-Index-Report_Master.pdf
This document discusses cultures of prototyping and how different corporate cultures approach the process of prototyping new products. It describes how some companies are more specification-driven, focusing on detailed requirements before prototyping, while others are more prototype-driven, using iterative prototyping to help shape specifications. The medium used for prototyping, the questions prototypes aim to answer, the speed of the prototyping cycle, and who is involved in the process all contribute to a company's unique prototyping culture. Understanding these cultural differences is important for transforming product development practices.
Boudreau and Kaushik 2020 NBER working paper.pdfazra mufti
This document summarizes a working paper that examines the potential role of competitive work environments in explaining the gender gap in technology fields. The paper reports on a large field experiment involving over 97,000 university students randomly assigned to competitive or collaborative conditions in a tech product development activity. The study finds that:
1) In non-STEM fields, competition led to a 27% lower participation rate for females compared to males.
2) However, in STEM fields no significant differences were found between male and female responses to competition.
3) Patterns suggest men in non-STEM fields exhibited overconfidence in competing.
4) Field dominance (male vs. female) better predicted gender participation ratios than whether the field was
This document discusses the changing landscape for information professionals. It notes that the roles of libraries and information sciences are evolving due to technological changes. Funding models are facing pressure to change due to demographic and economic challenges. The document explores options for a new organization to serve the needs of information professionals in New Mexico, including potential meeting topics, formats, and challenges.
What does it_takes_to_be_a_good_data_scientist_2019_aim_simplilearnPraj H
Over the years, the term ‘data scientist’ has evolved greatly. From describing a person who handles data, to a professional who leverages machine learning — this definition has seen a great deal of change. Now, circa 2019, there are numerous blogs, Reddit pages and Quora threads dedicated to the discussion about “how to become a good data scientist”.
The culmination of the Usenix Security 2019 keynote by ex-Yahoo CSO, ex-Facebook CSO, current Stanford adjunct Alex Stamos was an imposing challenge “The nerds inherited the earth. We gotta do better.” Indeed, every living being on this planet both benefits and feels the impact of us nerds (a term I’ve never been fond of, as a female, but that’s another keynote). Much ado lately has been on improving academic-industry collaboration in software engineering research, but what about the “living beings”? I will share an introspection of what I’ve learned during my 20 year academic career intentionally involving as much industrial collaboration as possible and my thoughts on bringing “society” and its needs as a first class customer in achieving software engineering research impact.
AI & DEI: With Great Opportunities Comes Great HR ResponsibilityAggregage
https://www.humanresourcestoday.com/frs/26184029/ai---dei--with-great-opportunities-comes-great-hr-responsibility
The promise of AI for today’s organizations is real, yet in a frenzied state of experimentation, many stumble to get to a full-scale enterprise. As companies race to discover what generative AI can do, HR must lead conversations about how to balance cutting-edge innovations with integrity, trust, and diversity. Globally, organizations are at a critical intersection of Diversity, Equity, Inclusion, and AI acceleration. We will explore how AI is rapidly transforming workplace dynamics and decision-making processes. The safety and protection of the workforce have never been more important and need to be co-led by HR to prevent biases and ensure fair and equitable representation in systems, hiring, and the workforce evolution.
We'll cover:
• The opportunities that AI presents and the responsibility of HR
• How to enhance diverse perspectives in use cases
• Increasing collaboration between AI Developers, HR, Legal and IT
Overall CommentsPlease see my comments below. If you decide to .docxkarlhennesey
Overall Comments:
Please see my comments below. If you decide to resubmit, please highlight all changes.
COMPETENCY: Analyze global issues that influence human resource practices for multinational corporations (MNCs).
CRITERION: Describe how each country regards women and religion.
DISTINGUISHED
PROFICIENT
BASIC
NON-PERFORMANCE
Basic
Identifies, but does not describe, how each country regards women and religion.
Faculty Comments:“
What is it about the religious landscape in both countries that directly impacts the situation of women in the workforce?
”
CRITERION: Assess how these assumptions impact an organization's global recruiting and hiring practices.
DISTINGUISHED
PROFICIENT
BASIC
NON-PERFORMANCE
Basic
Identifies, but does not assess, how these assumptions impact an organization's global recruiting and staffing practices.
Faculty Comments:“
There was so much more that could have been discussed here. For example, it would have been interesting to hear your thoughts on how to recruit female candidates in Kosovo. What would they be looking for in an employer? How would an employer find and communicate with the female talent pool there? What types of assessments and interview techniques should be used to ensure an unbiased selection process? Also, do they need to invest in education programs in the community to grow their candidate pools for the future?
”
COMPETENCY: Analyze the impact of cross-cultural communications on employee management in multinational corporations (MNCs).
CRITERION: Examine organizational integration and communication impacts for HR in this scenario.
DISTINGUISHED
PROFICIENT
BASIC
NON-PERFORMANCE
Non-Performance
Does not identify organizational integration and communication impacts for HR in this scenario.
Faculty Comments:“
It doesn't look like you really addressed this topic.
”
COMPETENCY: Communicate in a manner that is scholarly, professional, and consistent with expectations for members of the human resource profession.
CRITERION: Write in a professional style using APA citations and format with correct grammar, usage, and mechanics.
DISTINGUISHED
PROFICIENT
BASIC
NON-PERFORMANCE
Distinguished
Writes exceptionally and in a professional style using APA citations and format, with correct grammar, usage, and mechanics that are error-free.
Faculty Comments:“
Well written
”
Overview
Write a three-page executive summary on global talent management strategies, based on a case study for Riot Games.
By successfully completing this assessment, you will demonstrate your proficiency in the following course competencies and assessment criteria:
· Competency 1: Explain how culture influences human resource practices and employee management.
. Explain how culture influences HR practices and employee management in this case study.
· Competency 2: Analyze global issues that influence human resource practices for multinational corporations (MNCs).
. Analyze the evidence supporting the improvement of the organization's talen ...
The Emerging Role of Data Scientists on Software Developmen.docxarnoldmeredith47041
The document discusses the emerging role of data scientists on software development teams. It describes how data scientists help analyze large amounts of data from the development process and customer usage to provide insights that inform decisions. The document presents results from interviews with 16 data scientists at Microsoft about their backgrounds, roles, and the types of problems they work on. It identifies five common working styles of data scientists: Insight Providers, Modeling Specialists, Platform Builders, Polymaths, and Team Leaders.
The Emerging Role of Data Scientists on Software Developmen.docxtodd701
The Emerging Role of Data Scientists
on Software Development Teams
Miryung Kim
UCLA
Los Angeles, CA, USA
[email protected]
Thomas Zimmermann Robert DeLine Andrew Begel
Microsoft Research
Redmond, WA, USA
{tzimmer, rdeline, andrew.begel}@microsoft.com
ABSTRACT
Creating and running software produces large amounts of raw data
about the development process and the customer usage, which can
be turned into actionable insight with the help of skilled data scien-
tists. Unfortunately, data scientists with the analytical and software
engineering skills to analyze these large data sets have been hard to
come by; only recently have software companies started to develop
competencies in software-oriented data analytics. To understand
this emerging role, we interviewed data scientists across several
product groups at Microsoft. In this paper, we describe their educa-
tion and training background, their missions in software engineer-
ing contexts, and the type of problems on which they work. We
identify five distinct working styles of data scientists: (1) Insight
Providers, who work with engineers to collect the data needed to
inform decisions that managers make; (2) Modeling Specialists,
who use their machine learning expertise to build predictive mod-
els; (3) Platform Builders, who create data platforms, balancing
both engineering and data analysis concerns; (4) Polymaths, who
do all data science activities themselves; and (5) Team Leaders,
who run teams of data scientists and spread best practices. We fur-
ther describe a set of strategies that they employ to increase the im-
pact and actionability of their work.
Categories and Subject Descriptors:
D.2.9 [Management]
General Terms:
Management, Measurement, Human Factors.
1. INTRODUCTION
Software teams are increasingly using data analysis to inform their
engineering and business decisions [1] and to build data solutions
that utilize data in software products [2]. The people who do col-
lection and analysis are called data scientists, a term coined by DJ
Patil and Jeff Hammerbacher in 2008 to define their jobs at
LinkedIn and Facebook [3]. The mission of a data scientist is to
transform data into insight, providing guidance for leaders to take
action [4]. One example is the use of user telemetry data to redesign
Windows Explorer (a tool for file management) for Windows 8.
Data scientists on the Windows team discovered that the top ten
most frequent commands accounted for 81.2% of all of invoked
commands, but only two of these were easily accessible from the
command bar in the user interface 8 [5]. Based on this insight, the
team redesigned the user experience to make these hidden com-
mands more prominent.
Until recently, data scientists were found mostly on software teams
whose products were data-intensive, like internet search and adver-
tising. Today, we have reached an inflection point where many.
Workforce Planning: A Forward-Looking Approach to Getting the Right People in...ClearCompany
(1) The document discusses the results of a survey on workforce planning challenges. It found that many organizations struggle with unreliable or lacking workforce data and technologies that do not effectively share data. Additionally, skills gaps exist in areas like communication, problem-solving, and management competencies.
(2) The survey revealed that while many organizations track current workforce metrics, very few use templates to plan for their future workforce needs. Developing a future state template was recommended to help organizations strategically prepare for challenges like replacing retiring baby boomers.
(3) The key talent needed for future success was identified as managers. Developing managerial skills was seen as important to fill future leadership roles and replace retiring knowledge workers. Succession
The technology is one of the fastest growing industries. This paper illustrates just how and why the lack of diversity in the technology industry affects individuals in the real world as well as in education. This paper expresses why diversity in the tech industry should be addressed and how the lack of it begins to trickle into our education system.
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The “algorithm” is now an entity. It is a subject that society is talking a lot lately. In 2015, a photo app automatically tagged two Afro-American friends as gorillas. In 2016, a bot called Tay learned to be racist, Holocaust denier and that feminists “should all die and burn in hell”, in 12 hours. In less than 24 hours, it was shut down. There is unpredictability of machine learning algorithms when confronted with real people. How much bias machine learning algorithms can introduce? How much came from the data used to train the algorithms and how much came from the algorithm itself? How to create products based on machine learning avoiding gender, race, age or culture bias and others and avoiding doing harm to those groups?
Yates (Communication of ACM, June 2018) said that “any remedy for bias must start with awareness that bias exists.” Page (The Difference, 2007) proposed that identity diversity (our gender, race, religion, etc.) leads to cognitive diversity (the way we think and solve problems), mainly in tasks as prediction and problem-solving. A study made by McKinsey & Company in 2014 says that diversity fosters innovation and increase financial results. So, workplace diversity can help in different ways, including to detect and reduce bias in algorithms design and execution.
How much agile teams, from the beginning of software development chain, can help to minimize bias and reduce backslash to the end user? What is the role of agile when teams are built to work in a machine learning world? Agile Manifesto values individuals and interactions over processes and tools. Agile teams are built on that. Recently, Modern Agile also set two of four values based on people: make people awesome and make safety a prerequisite. Not as a causality, but, maybe, as a correlation, agile values are good evidence that we can have development environments that better support diversity. Once we have more diverse teams, we can expect better outputs (less biased) from machine learning algorithms.
O documento fornece dicas para produtos owners sobre como maximizar o valor do trabalho do time, criar a visão do produto junto com o time, e gerenciar o backlog, user stories e as cerimônias do Scrum. Também discute habilidades estratégicas, táticas e de liderança importantes para produtos owners, como estratégia de produto, priorização, comunicação, tomada de decisão e gestão de stakeholders.
Comunicacao efetiva em Times Ágeis - TDC POA 2017Karina Kohl
O documento discute a importância da comunicação efetiva, especialmente entre líderes e equipes de desenvolvimento. Apresenta estratégias como perguntas de precisão para entender melhor as perspectivas dos outros e evitar distorções. Também destaca que a comunicação não-verbal é fundamental, com a postura e tom de voz influenciando muito a mensagem e sua recepção.
A apresentação fala um pouco sobre estratégias efetivas de comunicação para times ágeis e também explica os porquês, baseado em linguagem verbal e não-verbal.
Aprensentação fala um pouco sobre as estratégias mais efetivas de comunicação em times ágeis e os porquês das efetividades falando sobre linguagem verbal e não-verbal.
Travis Hills' Endeavors in Minnesota: Fostering Environmental and Economic Pr...Travis Hills MN
Travis Hills of Minnesota developed a method to convert waste into high-value dry fertilizer, significantly enriching soil quality. By providing farmers with a valuable resource derived from waste, Travis Hills helps enhance farm profitability while promoting environmental stewardship. Travis Hills' sustainable practices lead to cost savings and increased revenue for farmers by improving resource efficiency and reducing waste.
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...University of Maribor
Slides from talk:
Aleš Zamuda: Remote Sensing and Computational, Evolutionary, Supercomputing, and Intelligent Systems.
11th International Conference on Electrical, Electronics and Computer Engineering (IcETRAN), Niš, 3-6 June 2024
Inter-Society Networking Panel GRSS/MTT-S/CIS Panel Session: Promoting Connection and Cooperation
https://www.etran.rs/2024/en/home-english/
Current Ms word generated power point presentation covers major details about the micronuclei test. It's significance and assays to conduct it. It is used to detect the micronuclei formation inside the cells of nearly every multicellular organism. It's formation takes place during chromosomal sepration at metaphase.
The use of Nauplii and metanauplii artemia in aquaculture (brine shrimp).pptxMAGOTI ERNEST
Although Artemia has been known to man for centuries, its use as a food for the culture of larval organisms apparently began only in the 1930s, when several investigators found that it made an excellent food for newly hatched fish larvae (Litvinenko et al., 2023). As aquaculture developed in the 1960s and ‘70s, the use of Artemia also became more widespread, due both to its convenience and to its nutritional value for larval organisms (Arenas-Pardo et al., 2024). The fact that Artemia dormant cysts can be stored for long periods in cans, and then used as an off-the-shelf food requiring only 24 h of incubation makes them the most convenient, least labor-intensive, live food available for aquaculture (Sorgeloos & Roubach, 2021). The nutritional value of Artemia, especially for marine organisms, is not constant, but varies both geographically and temporally. During the last decade, however, both the causes of Artemia nutritional variability and methods to improve poorquality Artemia have been identified (Loufi et al., 2024).
Brine shrimp (Artemia spp.) are used in marine aquaculture worldwide. Annually, more than 2,000 metric tons of dry cysts are used for cultivation of fish, crustacean, and shellfish larva. Brine shrimp are important to aquaculture because newly hatched brine shrimp nauplii (larvae) provide a food source for many fish fry (Mozanzadeh et al., 2021). Culture and harvesting of brine shrimp eggs represents another aspect of the aquaculture industry. Nauplii and metanauplii of Artemia, commonly known as brine shrimp, play a crucial role in aquaculture due to their nutritional value and suitability as live feed for many aquatic species, particularly in larval stages (Sorgeloos & Roubach, 2021).
Phenomics assisted breeding in crop improvementIshaGoswami9
As the population is increasing and will reach about 9 billion upto 2050. Also due to climate change, it is difficult to meet the food requirement of such a large population. Facing the challenges presented by resource shortages, climate
change, and increasing global population, crop yield and quality need to be improved in a sustainable way over the coming decades. Genetic improvement by breeding is the best way to increase crop productivity. With the rapid progression of functional
genomics, an increasing number of crop genomes have been sequenced and dozens of genes influencing key agronomic traits have been identified. However, current genome sequence information has not been adequately exploited for understanding
the complex characteristics of multiple gene, owing to a lack of crop phenotypic data. Efficient, automatic, and accurate technologies and platforms that can capture phenotypic data that can
be linked to genomics information for crop improvement at all growth stages have become as important as genotyping. Thus,
high-throughput phenotyping has become the major bottleneck restricting crop breeding. Plant phenomics has been defined as the high-throughput, accurate acquisition and analysis of multi-dimensional phenotypes
during crop growing stages at the organism level, including the cell, tissue, organ, individual plant, plot, and field levels. With the rapid development of novel sensors, imaging technology,
and analysis methods, numerous infrastructure platforms have been developed for phenotyping.
The debris of the ‘last major merger’ is dynamically youngSérgio Sacani
The Milky Way’s (MW) inner stellar halo contains an [Fe/H]-rich component with highly eccentric orbits, often referred to as the
‘last major merger.’ Hypotheses for the origin of this component include Gaia-Sausage/Enceladus (GSE), where the progenitor
collided with the MW proto-disc 8–11 Gyr ago, and the Virgo Radial Merger (VRM), where the progenitor collided with the
MW disc within the last 3 Gyr. These two scenarios make different predictions about observable structure in local phase space,
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DR3 have positive caustic velocities, making them fundamentally different than the phase-mixed chevrons found in simulations
at late times. Roughly 20 per cent of the stars in the prograde local stellar halo are associated with the observed caustics. Based
on a simple phase-mixing model, the observed number of caustics are consistent with a merger that occurred 1–2 Gyr ago.
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measurement of phase mixing (2D causticality). The observed local phase-space distribution best matches the simulated data
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ESR spectroscopy in liquid food and beverages.pptxPRIYANKA PATEL
With increasing population, people need to rely on packaged food stuffs. Packaging of food materials requires the preservation of food. There are various methods for the treatment of food to preserve them and irradiation treatment of food is one of them. It is the most common and the most harmless method for the food preservation as it does not alter the necessary micronutrients of food materials. Although irradiated food doesn’t cause any harm to the human health but still the quality assessment of food is required to provide consumers with necessary information about the food. ESR spectroscopy is the most sophisticated way to investigate the quality of the food and the free radicals induced during the processing of the food. ESR spin trapping technique is useful for the detection of highly unstable radicals in the food. The antioxidant capability of liquid food and beverages in mainly performed by spin trapping technique.
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Or: Beyond linear.
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Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Corrected slides: dtubbenhauer.com/talks.html
Equivariant neural networks and representation theory
Reinforcing Diversity Company Policies: Insights from StackOverflow Developers Survey
1. ReinforcingDiversityCompanyPolicies:
InsightsfromStackOverflowDevelopersSurvey
ICEIS 2019- 21st INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS
Karina Kohl Silveira, Soraia Musse, Isabel Manssour, Renata Vieira and Rafael Prikladnicki
School of Technology, Pontifícia Universidade Católica do Rio Grande do Sul (PUCRS), Porto Alegre, Brazil
karina.kohl@edu.pucrs.br, {soraia.musse, isabel.manssour, renata.vieira, rafael.prikladnicki}@pucrs.br
3. Diversity is being intensively discussed by different knowledge areas of society and
discussions in Software Engineering, are increasing as well.Thereareunconsciousbiasand
lackofrepresentativeness andwhenwetalkaboutcharacteristics asethnicityandgender,tomentiona
few.
Howcantechcompaniessupportdiversity,minimizingunconsciousbiasintheirteams? Studies say
that diversity builds better teams and delivers better results, among other benefits.
Inthiswork, we are interested in understanding the pain points in software engineering
regarding diversity and provide insights to support the attraction, hiring and retention
policies for more diverse software engineering environments.
Introduction
5. RQ. What companies working with software engineering
should focus to attract, hire and retain talents on the specter
of diversity?
RQ1. Whatisbeingconsidered bydeveloperswhen
assessing job opportunities?
RQ2. Whataretheirprofessionalobjectivesforthe
future?
RQ3. How confidentdevelopers areintheir
programming skills?
8. Cognitive Diversity
The difference betweenhowweinterpret,reasonand
solveproblems-howwethink.
Identity Diversity
Itisdeterminedbyaffiliationwithasocialgroupas
gender,culture,ethnicity,religion,sexualorientation,
etc.
*ScottE.Page-TheDifference- 2007.
9. Identity diversity leads to cognitive diversity.
People belonging to different identity groups, or with
different life experiences, also tend to acquire diverse
cognitive tools.
Education, life experiences, and identity can all contribute
to cognitive diversity.
How much of these matters depend on the task.
For identity diversity to be beneficial in a group, it must link
with cognitive diversity, and it happens when tasks are
related to problem solving and prediction, so the
identities translate into relevant tools.
*ScottE.Page-DiversityBonus-2017.
10. Google Facebook Microsoft SAP
Female: 21.4%
Male: 78.6%
Asian: 41.41%
Black: 1.5
Latinx: 2.8%
White: 50.7%
Other: 3.8%
EffortstoHave
DiverseWorkforces
Female: 21.6%
Male:78.4%
Asian: 50.3%
Black: 1.3%
Latinx: 3.1%
White:42.7%
Other: 2.6%
Female: 19.0%
Male: 81.0%
Asian: 38.2%
Black: 2.7%
Latinx: 4.3%
White: 52.3%
Other: 2.4%
Female: 33%
Male:
Asian:
Black:
Latinx:
White:
Other:
Icons made by Freepik from Flaticon is licensed by Creative Commons BY 3.0
12. Photo by Lucas from Pexels
StackOverflow is a popular question and answer sites for
developers based on gamification and reputation
An extensive list of academic papers using
StackOverflow data has been published since it was
created in 2008 as Vasilescu et al.(Vasilescu et al., 2013), Bosu
et al.(Bosu et al., 2013) and, Berger et al.(Berger et al., 2016) to
mention a few.
No academic paper was found using StackOverflow
Annual Developers’ Survey data (published since 2011).
14. To answer our research questions,
we combined data visualization and
data analysis techniques.
15. The visualization’s ability helps people better
understand data(Saket et al., 2016).
We chose to useTableau Desktopas the
tool to support our visual data analysis.
Photo by Lucas from Pexels
In this work, we are not considering salary as
a parameter to the discussion because it is a
very well discussed subject in the industry
and hard news.
To answer our research
questions, we combined data
visualization and data analysis
techniques
16. Data Description
Data provided by StackOverflow is based on a survey they run every year
101,592 software developers (considered “qualified” for analytical purposes based on completion and time spent on the survey)
183 countries around the world.
Respondents were recruited primarily through channels owned by StackOverflow.
The data is anonymized and available for download in CSV format, and under the Open Database License
(ODbL)*
https://insights.stackoverflow.com/survey
18. AspectswhenAssessingJob
Opportunities
One of the questions done in the survey was:
"How Do Developers Assess Potential Jobs?"
Thissectionaimstosupporttoanswerour
RQ1:“Whatisbeingconsideredbydevelopers
whenassessingjobopportunities?”.
19. Gender Analysis - Women/Men
ASPECTS WHEN ASSESSING JOB OPPORTUNITIES
22. ProfessionalObjectives
One of the questions done in the survey was
“What Do Developers Hope To Be Doing in
Five Years?”
Inthissection,theobjectiveistohelptoanswer:
RQ2.“Whataretheyprofessionalobjectivesfor
thefuture?”.
23. Gender Analysis
PROFESSIONAL OBJECTIVES
26% of men want to be Working as
a founder or co-founder of their
own company while 16% of
women, non-binary and
transgenders want the same.
Around 42% of women and non-
binary wish to be working in a
different or more specialized
technical role in comparison to
approximately 33% of men and
transgenders.
24. Race and
Ethnicity Analysis
PROFESSIONAL OBJECTIVES
44.71% Black or Afro descent
want to be working as a founder
or co-founder of their own
company
41.53% of South Asians want
to be working in a different or
more specialized technical
role.
25. NotasGoodProgrammingasthe
Peers
One of the questions done in the survey was
“Kinship, Competition, and Self-Evaluation”
Thissectionwantstosupporttoanswerour
RQ3.“Howconfidentdevelopersareintheir
programmingskills?”
26. NOT AS GOOD PROGRAMMING AS THE PEERS
Most of the answers, no matter the
gender, are on the disagreement range
or in the neither agree nor disagree.
However, men tend to disagree more
with the affirmation.
On the scale of agreeing and strongly
agreeing, we have 29.73% of women
that agree or strongly agree that is
not as good as their peers, versus
17.28% of men that share the same
belief.
24.5% on non-binary and 19.61% of
transgenders also believe that are not
as good as their peers.
28. RQ. What companies working with software engineering
should focus to attract, hire and retain talents on the specter
of diversity?
Diversitydoesnotseemtobeaconsciouspriorityfor
mostofthedeveloperswhenassessinganewjob
opportunity.
However, non-binariesandtransgendersputthisonthe
topoftherank,followedbythecultureofthe company.
Culture appearsasfirstforwomen andconsidering
gender andrace, alwaysmid-ranked.
Google’semployeefiredin2017afterwroteamemo
blamingbiologyfortechnical’sgendergap
(Varinsky,2017).
Mixoftwocrucialaspects:
diversity supported by culture.
Evenifthe diversityofthecompanyisthe last itemto
beconsideredwhenadeveloperconsidersa new
jobopportunity, companies may consider this
aspect once is linked to enterprise culture and the
way to provide a safe work environment for all.
29. RQ. What companies working with software engineering
should focus to attract, hire and retain talents on the specter
of diversity?
Men wanttobeownersoftheirownbusinesswhen
womenwishtomorespecializedtechnicalpositions.
Development programs that offer
opportunities for women improve their
technical skills may pay off once they
demonstrate higher interest than men to be in
specialized positions.
Women, Nonbinary and transgenders tend to
doubt more their programming skills
comparing to their peers than men.
32. ResearchpublishedinNaturefromO’Deaetal.(2018)
• Girlsaresusceptibletoconforming tostereotypesinthe
traditionallymale-dominatedfieldsofSTEM
• Thestudycomparesschoolgradesofgirls andboys.
• Girlstend toearnhigherschoolgradesthan boys,
includinginSTEM subjects.
• Girlson averageearn highergradesandarelessvariable
thanboys
• Therearemorehighly performingboys thangirlsatthe
upperendoftheachievementdistribution.
• Bythetimeagirlgraduates, sheisjustaslikelyasaboyto
haveearned highenoughgradestopursueacareerin
STEM.
Womeninmale-dominatedpursuits,includingSTEM, facea
paradox:
• if theyconformtogenderstereotypes,theymightbe
perceivedaslesscompetent
• if theydefy genderstereotypesandperform ‘likeaman,’then
theirprogresscanbehaltedby ‘backlash’frombothmenand
women
The results observed in the StackOverflow
Developers’ Survey may be a reflex of
stereotypes built from previous personal
experiences and be directly related to a
confidence gap in women, mainly.
Stereotypes
33. Impostor syndrome is a psychological
phenomenon in which people are unable to
internalize their accomplishments. Affects most
people at some point during their careers across
all races, all genders, and all ages (Jackson and
Heath, 2014)
• Itiscommonwithintheacademicenvironment,particularlyat
thegraduatelevelstudent-inSTEMfields,mainly,where
productivityisasignificantmeasureofastudent’ssuccess
(Sukhaiand Mohler,2016)
• Presentsitselfasaseriesoffeeling orthoughts,andoneof
themisthefrustrationwiththeinabilitytomeetself-set
standards
• Prevalentamonghighachieving women(Churchill,2018)
• Strongcorrelationwithanxiety,stress,depression,and
burnout —> talentedindividualsgiving uponpromising
careers.
Impostor Syndrome
35. Threats to Validity
External Validity
Externalvalidityreferstohowmuchwecangeneralizeourfindings.Thepresented
results arebasedondatafromtheStackOverflowcommunity.Wesuspect thatgiven
thehighnumberofrespondentsandthereputationofthecommunitytheresultscould
begeneralizedoutsidethescopeof ourstudy.Thedifferencebetween howwe
interpret,reasonandsolveproblems -howwethink.
Internal Validity
Internal validity often refers to experimenter biases. For our results, the threat of is
reading the data visualization analysis and getting to conclusions based on the
knowledgeareasoftheresearchers involvedinthiswork.
37. We provided insights to support the attraction, hiring and
retention policies for more diverse and inclusive software
engineering environments.
Resultsshow that diversity in the company is not yet a full conscious decision-makingfactor
fordevelopersassessinganewjobopportunity
Respondentsthatidentifiedthemselvesas women, non-binary and transgenders tend to doubt
more their programming skills believingtheyarenotasgoodastheirpeers.
We reinforcedtheimportanceofinitiatives to minimize unconscious bias, stereotypes, and
impostor syndrome thatcompaniesaredoingintheirhiring processandtheprocessof
development oftheirtechnicalteam.
38. Future Work
Weseeopportunitieswhenweselectedmore specific aspects in the spectrum of the diversity.
Forexample,forcognitive diversity,sincetherehasbeen an increaseincomputersciencestudents
with theAsperger Syndrom (Ribu,2010)(Egan,2005),it isalsoimportanttotacklethisissuegloballyin
SoftwareEngineering.
Thereisalsoaneedforteachinginstitutionsandsoftwarecompaniestoworktogethertounderstand
thesedifferencesbetterto includethem.