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The Labyrinth Of Data Collection For Humanitarian Project Funding And Implementation, Maria Alejandra Pulido Oct 2021

The Labyrinth Of Data Collection For Humanitarian Project Funding And Implementation, Maria Alejandra Pulido

Independent Study Project (ISP) Collection

My research concentrates on four NGOs: IOM, IDMC, JIPS, and OCHA which use different tools to collect data and translate the information into evidence for data-driven decision making (DDDM) for the implementation of humanitarian assistance projects. I focus on the importance, advantages, and various data collection tools which help ameliorate the humanitarian sector since it does not have a current professionalized path to enter the workforce. I incorporated four interviews, attended two conferences and analyzed multiple online sources during my project.


Trends In National-Level Governance And Implementation Of The Philippines' Responsible Parenthood And Reproductive Health Law From 2014 To 2020, Vanessa T. Siy Van, Jhanna Uy, Joy Bagas, Valerie Gilbert T. Ulep Sep 2021

Trends In National-Level Governance And Implementation Of The Philippines' Responsible Parenthood And Reproductive Health Law From 2014 To 2020, Vanessa T. Siy Van, Jhanna Uy, Joy Bagas, Valerie Gilbert T. Ulep

Health Sciences Faculty Publications

In 2012; the Philippines passed the Responsible Parenthood and Family Planning Law; a landmark legislation billed as a multisectoral and rights-based approach to further sustainable human development. This article is part of the first comprehensive evaluation of the implementation of the law by national-level actors. This evaluation is intended to assess the progress of implementers in the conduct of mandates; roles; and responsibilities described in the law and its implementing guidelines. Interviews with key national government officials and data from official documents and literature revealed 3 major trends in governance and implementation from 2014 to 2020. First; despite being a …


Leadership Training, Megan Paul Sep 2021

Leadership Training, Megan Paul

Umbrella Summaries

What is leadership training?

Leadership training is a broad term with no universal definition. For the purposes of this review, it refers to “programs that have been systematically designed to enhance leader knowledge, skills, abilities, and other components” and it includes “all forms of leader, managerial, and supervisory training/development programs and/or workshops” (Lacerenza et al., 2017, p. 1687). As with all training, leadership training can vary in many ways. Below are some of the more common aspects that have been empirically evaluated:

Needs analysis: whether a systematic process was used to identify training needs and design the training accordingly

Content: …


Reimagining Public Safety In The Aftermath Of George Floyd, William J. Benet, Joseph Mcmillan Sep 2021

Reimagining Public Safety In The Aftermath Of George Floyd, William J. Benet, Joseph Mcmillan

Journal of Sustainable Social Impact

Following the murder of George Floyd, the U.S. Congress called upon the National Organization for Black Law Enforcement Executives (NOBLE) to play a role in the reimagining of policing in America and a transformation of policing from a warrior to a guardian mentality. In turn, NOBLE partnered with the Institute for Polarities of Democracy (also referred to as the Institute) to conduct an analysis of the 21st century policing report. In this article we summarize the results of a year-long Phase 1 analysis carried out by the Institute and NOBLE. The Phase 1 analysis was conducted with support from the …


Conversational Style In Training, Megan Paul Sep 2021

Conversational Style In Training, Megan Paul

Umbrella Summaries

What is conversational style?

Conversational style refers to a combination of stylistic strategies to personalize instructional text (oral or written) for learners. These include “the use of first and second rather than third person, directly addressing the reader, revealing [the author’s] personal beliefs, and/or using polite forms of address” (Ginns et al., 2013, p. 452). The following excerpts illustrate such styles:

“During inhaling, the [your] diaphragm moves down creating more space for the [your] lungs” (Mayer et al., 2004)

“Let me tell you what happens when lightning forms” (vs. just the scientific description; Moreno & Mayer, 2000)

“You are about …


Addressing Work-Related Traumatic Stress Nebraska - Implementation Overview, Quality Improvement Center For Workforce Development Sep 2021

Addressing Work-Related Traumatic Stress Nebraska - Implementation Overview, Quality Improvement Center For Workforce Development

Other QIC-WD Products

The Implementation Team

The QIC-WD worked with Nebraska Division of Children and Family Services (DCFS) to establish an implementation team to lead the development and implementation of their intervention to address secondary traumatic stress. The implementation team was called the Nebraska Workforce Project Team. It included a representative from each of the five geographic regions of the state (known as a Service Areas), a representative from each staff level (worker, supervisor, administrator), the Site Implementation Manager (SIM), the Data Coordinator, sponsors (the DCFS director and Human Resources [HR] director), and three members of the QIC-WD (representing expertise in workforce, implementation, …


Organizational Change Process Milwaukee - Evaluation Overview, Quality Improvement Center For Workforce Development Sep 2021

Organizational Change Process Milwaukee - Evaluation Overview, Quality Improvement Center For Workforce Development

Other QIC-WD Products

The QIC-WD evaluation was conducted with the support of the Division of Milwaukee Child Protective Services (DMCPS) to determine if an Organizational Change Process intervention (Availability Responsiveness Continuity or ARC) was effective in improving workforce and child welfare outcomes.

Research Questions

Process Evaluation

  1. Did the ARC purveyor follow the training curriculum with fidelity and quality delivery?
  2. Did the ARC Team Leaders follow the ARC implementation model with fidelity and quality?
  3. Were participants satisfied with the quality of leadership, training, and group dynamics?
  4. Did participants learn the required concepts and skills?
  5. What were the mediators of fidelity and training outcomes?
  6. Did …


Data Segmentation (Video), Quality Improvement Center For Workforce Development Sep 2021

Data Segmentation (Video), Quality Improvement Center For Workforce Development

Workforce Analytics Resources

Data segmentation is the process of breaking down “big” data into smaller, more meaningful groups, called segments. In the case of workforce data, each segment represents a group of people with similar characteristics, either that pertain to them as an individual (e.g., gender, race, educational background) or to their connection to the organization (e.g., their job title, supervisor, or work schedule).

There are a variety of ways to “slice and dice” your data into meaningful groups. Some possibilities are listed below. The squares represent the unit of categorization (e.g., agency structure), and dashed green squares represent the data segments (e.g., …


Employment Changes During Covid-19, Mathieu Despard, Sam Bufe, Stephen Roll, Katie Kristensen Sep 2021

Employment Changes During Covid-19, Mathieu Despard, Sam Bufe, Stephen Roll, Katie Kristensen

Social Policy Institute Research

Early in the COVID-19 pandemic, U.S. unemployment peaked at 14.4%. While some workers have returned to payrolls, others have been left behind. This brief examines the nuances of employment changes over the course of the pandemic and the impact of those changes on household financial well-being. Our study finds that the proportion of employees who were laid off peaked in the spring of 2020 and has only recently returned to pre-pandemic levels.

Meanwhile, self-employment rose during the pandemic by 42% between the springs of 2020 and 2021. In households where someone lost a job during the pandemic, rates of financial …


Housing Hardships During Covid-19, Sophia Fox-Dichter, Yung Chun, Stephen Roll, Katie Kristensen, Michal Grinstein-Weiss Sep 2021

Housing Hardships During Covid-19, Sophia Fox-Dichter, Yung Chun, Stephen Roll, Katie Kristensen, Michal Grinstein-Weiss

Social Policy Institute Research

Even prior to the COVID-19 pandemic, U.S. households were burdened by the cost of rental and mortgage payments, burdens which disproportionately fell on Black and Hispanic families. Using a 5-wave survey, we examined whether disparities in housing cost burden continued throughout the pandemic and trends in how households fell behind on rent and mortgage payments. We found that more than a third of households experienced housing cost burdens during the pandemic, with a slightly higher percentage of households of color bearing cost burdens than white households. Renters had greater cost burdens than homeowners.

During the pandemic, significantly more Black and …


The Socioeconomic Impacts Of Covid-19 Study: Survey Methodology Report, Stephen Roll, Sam Bufe, Yung Chun, Michal Grinstein-Weiss Sep 2021

The Socioeconomic Impacts Of Covid-19 Study: Survey Methodology Report, Stephen Roll, Sam Bufe, Yung Chun, Michal Grinstein-Weiss

Social Policy Institute Research

When COVID-19 was declared a pandemic, and economic shutdowns began in March 2020, households across the United States were faced with an unprecedented crisis that would affect their health, financial security and overall well-being for an unforeseeable amount of time. In order to examine and track the wide-ranging impacts of the pandemic on households, as well as the efficacy of different public and private efforts to mitigate these impacts, the Social Policy Institute at Washington University in St. Louis (SPI) launched the Socioeconomic Impacts of COVID-19 Survey (SEICS) in the United States just weeks after the pandemic became a national …


Employment, Financial And Well-Being Effects Of The 2021 Expanded Child Tax Credit: Wave 1 Executive Summary, Leah Hamilton, Stephen Roll, Mathieu Despard, Elaine Maag Sep 2021

Employment, Financial And Well-Being Effects Of The 2021 Expanded Child Tax Credit: Wave 1 Executive Summary, Leah Hamilton, Stephen Roll, Mathieu Despard, Elaine Maag

Social Policy Institute Research

The 2021 temporary expansion of the Child Tax Credit (CTC) is unprecedented in its reach and is predicted to cut American child poverty by more than half. The expanded CTC provides families with $3,600 for every child in the household under the age of six, and $3,000 for every child between the ages of six and 17. Almost all middle- and low-income families with children are eligible for the CTC. Married parents making less than $150,000 and single parents making less than $112,500 per year will receive the full amount of the credit, which begins to phase out slowly after …


Supportive Supervision And Resiliency Ohio - Implementation Overview, Quality Improvement Center For Workforce Development Sep 2021

Supportive Supervision And Resiliency Ohio - Implementation Overview, Quality Improvement Center For Workforce Development

Other QIC-WD Products

The Implementation Team The QIC-WD worked with the Ohio Department of Job and Family Services (ODJFS), through the Office of Families and Children (OFC), to establish an implementation team to lead the development and implementation of their supportive supervision and resiliency intervention. After recruiting nine counties to participate in the QIC-WD project, the Workforce Implementation Team (WIT) initially was composed of representatives from the nine public children services agencies including administrators, managers, and human resources staff, the Site Implementation Manager (SIM), the Data Coordinator, OFC leadership, and three members of the QIC-WD (representing expertise in workforce, implementation, and evaluation). The …


Supportive Supervision And Resiliency Ohio - Evaluation Overview, Quality Improvement Center For Workforce Development Sep 2021

Supportive Supervision And Resiliency Ohio - Evaluation Overview, Quality Improvement Center For Workforce Development

Other QIC-WD Products

The QIC-WD evaluation was conducted with the support of the Ohio Department of Job and Family Services to determine if a Supportive Supervision and Resiliency intervention, known as Coach Ohio, was effective in improving workforce and child welfare outcomes. Research Questions The site-level evaluation for Ohio was designed to understand implementation of and outcomes related to the Coach Ohio intervention and its component parts: (1) the ACCWIC Coaching Model for managers and supervisors to introduce the key principles of supportive supervision and (2) Resilience Alliance (RA) groups for supervisor and frontline workers to enhance coping in the face of exposure …


Towards Improving Engagement Of Youth Of Color In Cross-Age Mentoring Programs In High Poverty, High Crime Neighborhoods, Maria V. Wathen, Patrick L.F. Decker, Maryse H. Richards, Katherine Tyson Mccrea, Cynthia Onyeka, Charity N. Weishar, Donnelly Will Sep 2021

Towards Improving Engagement Of Youth Of Color In Cross-Age Mentoring Programs In High Poverty, High Crime Neighborhoods, Maria V. Wathen, Patrick L.F. Decker, Maryse H. Richards, Katherine Tyson Mccrea, Cynthia Onyeka, Charity N. Weishar, Donnelly Will

Social Work: School of Social Work Faculty Publications and Other Works

This study examines predictors of attendance in a cross-age youth mentoring program offered in four high-poverty, high-crime communities. Youth in greatest need of after school and summer interventions are those residing in such communities, but programs are scarce. More specific to mentoring programs that do exist, past research has demonstrated the significance of attendance as a predictor of positive outcomes. Two datasets were combined for this study: The Saving Lives, Inspiring Youth (SLIY) mentoring program dataset and a neighborhood database. OLS regression results show that for all participants, traveling from a lower-crime home area to a program in a higher-crime …


Assessing Philanthropic Impact: How The W.K. Kellogg Foundation’S Building Bridges Initiative Supported The Field Of Philanthropic And Nonprofit Studies, Peter C. Weber, Robert Long Sep 2021

Assessing Philanthropic Impact: How The W.K. Kellogg Foundation’S Building Bridges Initiative Supported The Field Of Philanthropic And Nonprofit Studies, Peter C. Weber, Robert Long

The Foundation Review

In the 1990s, nonprofit management education was an emerging discipline with few established academic centers seeking to increase connectivity, build out the field, and gain financial sustainability. While organized philanthropy supported this development, foundations’ impact on individual programs and the field more broadly is unclear.

The W.K. Kellogg Foundation’s Building Bridges Initiative, a $13.5 million, five-year program to fund nonprofit academic centers as a strategy to increase the nonprofit sector’s capacity, exemplifies the potentials and limits of a private foundation’s engagement with emerging academic disciplines. This article assesses the long-term sustainability of grant investments and to what degree successful projects …


Lost Causal: Debunking Myths About Causal Analysis In Philanthropy, Jewlya Lynn, Sarah Stachowiak, Julia Coffman Sep 2021

Lost Causal: Debunking Myths About Causal Analysis In Philanthropy, Jewlya Lynn, Sarah Stachowiak, Julia Coffman

The Foundation Review

What if philanthropic evaluations told us that changes in the world had occurred, as well as how and why they occurred, including in what ways foundation funding and grantees contributed to those changes? What if evaluations made change pathways more visible, tested hypotheses and assumptions, and generated new insights based on what happened in the “black box” of systems change strategies? This type of learning comes from causal analysis — inquiry that explores cause-andeffect relationships.

Yet currently in philanthropy, particularly for strategies and initiatives that feature high complexity, few evaluations use robust techniques for understanding causality. Instead, philanthropic evaluation tends …


Brazilian Foundations And The Responses To Covid-19, Marcos Paulo Lucca-Silveira, Pietro Rodrigues, Marketa Jerabek, Marcia Kalvon Woods, João Paulo Vergueiro Sep 2021

Brazilian Foundations And The Responses To Covid-19, Marcos Paulo Lucca-Silveira, Pietro Rodrigues, Marketa Jerabek, Marcia Kalvon Woods, João Paulo Vergueiro

The Foundation Review

This article aims to systematically analyze the contribution of corporate and family foundations in the fight against COVID-19 in Brazil, one of the countries most affected by the pandemic. Despite its resultant economic and social crisis, the pandemic has sparked an unprecedented wave of philanthropy in Brazil. It is estimated that more than $1.2 billion has been raised and donated by corporations, corporate and private foundations, crowdfunding, and fundraising campaigns.

Foundations, in particular, have played an important role in financing relevant scientific work, supporting public policies, and assisting nonprofit organizations and vulnerable communities. And while there is increasing knowledge about …


2021 September, Morehead State University. Office Of Communications & Marketing. Sep 2021

2021 September, Morehead State University. Office Of Communications & Marketing.

Morehead State Press Release Archive, 1961 to the Present

Press releases for September of 2021.


Stories Of Survival. Book Review: Stripped, 2nd Edition: Inside The Lives Of Exotic Dancers By Bernadette Barton, Tk Logan Sep 2021

Stories Of Survival. Book Review: Stripped, 2nd Edition: Inside The Lives Of Exotic Dancers By Bernadette Barton, Tk Logan

Dignity: A Journal of Analysis of Exploitation and Violence

No abstract provided.


Proses Pemberdayaan Pada Keluarga Penerima Manfaat Program Keluarga Harapan Dalam Pertemuan Peningkatan Kapasitas Keluarga Sesi Pengelolaan Keuangan (Studi Deskriptif Di Kelurahan Srengseng Sawah, Kecamatan Jagakarsa, Kota Jakarta Selatan, Provinsi Dki Jakarta), R. Arlingga Hadistira A. P., Sari Viciawati Machdum Aug 2021

Proses Pemberdayaan Pada Keluarga Penerima Manfaat Program Keluarga Harapan Dalam Pertemuan Peningkatan Kapasitas Keluarga Sesi Pengelolaan Keuangan (Studi Deskriptif Di Kelurahan Srengseng Sawah, Kecamatan Jagakarsa, Kota Jakarta Selatan, Provinsi Dki Jakarta), R. Arlingga Hadistira A. P., Sari Viciawati Machdum

Jurnal Pembangunan Manusia

This research is descriptive qualitative research that discusses the financial management of beneficiary (KPM) of Program Keluarga Harapan (PKH) organized by the Ministry of Social Affairs of the Republic of Indonesia in Srengseng Sawah Village, Janggakarsa District, South Jakarta. Data collection in this study was conducted through observation and interviews with purposive sampling technique. This study generally aims to see the process of empowering beneficiaries of the Program Keluarga Harapan in the Family Capacity Building Meeting (P2K2) or Family Development Session (FDS) in Srengseng Sawah Village and to determine the role of assistants in implementing P2K2 Financial Management Sessions in …


Proses Pemberdayaan Tenaga Kerja Disabilitas Melalui Pelatihan Vokasional Oleh Pt Thisable Enterprise Untuk Disalurkan Sebagai Mitra Golife, Suci Ramadhani, Indra Lestari Fawzi Aug 2021

Proses Pemberdayaan Tenaga Kerja Disabilitas Melalui Pelatihan Vokasional Oleh Pt Thisable Enterprise Untuk Disalurkan Sebagai Mitra Golife, Suci Ramadhani, Indra Lestari Fawzi

Jurnal Pembangunan Manusia

Persons with disabilities are the group most vulnerable to discrimination in society. Discriminatory behavior causes persons with disabilities to lose access to their rights, especially in terms of getting a job. Many persons with disabilities are unable to find jobs due to low educational backgrounds and lack of skills. To ensure access to work, Indonesia has passed Law Number 8 of 2016 concerning Persons with Disabilities. In this regulation, there is an obligation for the government and companies to employ persons with disabilities. In fact, the job opportunities that must be provided to persons with disabilities have not been maximally …


Pelaksanaan Kegiatan Promotif Santun Lansia Di Puskesmas Kecamatan Cilincing, Jakarta Utara Pada Tahun 2019, Diantri Astuti, Indra Lestari Fawzi Aug 2021

Pelaksanaan Kegiatan Promotif Santun Lansia Di Puskesmas Kecamatan Cilincing, Jakarta Utara Pada Tahun 2019, Diantri Astuti, Indra Lestari Fawzi

Jurnal Pembangunan Manusia

The elderly diseases are generally degenerative diseases, the handling requires a long time and high costs, so that it will be a very heavy burden for the government. The Puskesmas Santun Lansia is a health center that provides comprehensive health services to the elderly population, which includes promotive, curative, preventive, and rehabilitative services. Health care for the elderly give priority to quality promotion and prevention. This study aims to evaluate the process of implementing the promotional activities of Santun Lansia at the Cilincing District Health Center and what are the supporting and inhibiting factors in the implementation of this activity. …


Homelessness Estimates In The Mountain West, 2020, Saha Salahi, Vanessa Booth, William E. Brown Jr. Aug 2021

Homelessness Estimates In The Mountain West, 2020, Saha Salahi, Vanessa Booth, William E. Brown Jr.

Demography

This fact sheet summarizes a recent report titled, “The 2020 Annual Homelessness Assessment Report (AHAR) to Congress,” by the U.S. Department of Housing and Urban Development. By synthesizing homelessness vulnerability categories to the Mountain West states, this report offers data for Arizona, Colorado, Nevada, New Mexico, and Utah.


Implementasi Kebijakan Triple Skilling Dalam Membangun Sumber Daya Manusia Terampil Dan Produktif (Studi Kasus: Balai Besar Pengembangan Latihan Kerja Bekasi), Syifa Fauzi, Bambang Shergi Laksmono Aug 2021

Implementasi Kebijakan Triple Skilling Dalam Membangun Sumber Daya Manusia Terampil Dan Produktif (Studi Kasus: Balai Besar Pengembangan Latihan Kerja Bekasi), Syifa Fauzi, Bambang Shergi Laksmono

Jurnal Pembangunan Manusia

The development of skilled and productive human resources is one of the main priorities of President Joko Widodo's policy. The unemployment burden which continues to increase due to the emergence of mismatches of workers' skills with company needs and automation will be a threat to the future of the workforce in Indonesia. The Triple Skilling Policy (Skilling, Re-skilling, Up-skilling) were made to minimize labor problems in Indonesia. Balai Besar Pengembangan Latihan Kerja Bekasi as one of the vocational training centers that conducts job training has implemented a Triple Skilling policy in 4 vocations which are Electronic Engineering, Refrigeration, Information and …


Peran Gapoktan Karya Bersama Dalam Implementasi Program Peremajaan Sawit Rakyat (Psr) Di Bandar Durian, Aek Natas, Labuhan Batu Utara, Azizah Maharani, Bambang Shergi Laksmono Aug 2021

Peran Gapoktan Karya Bersama Dalam Implementasi Program Peremajaan Sawit Rakyat (Psr) Di Bandar Durian, Aek Natas, Labuhan Batu Utara, Azizah Maharani, Bambang Shergi Laksmono

Jurnal Pembangunan Manusia

This research discusses the role of the oil palm joined farmer groups in the implementation of People’s Oil Palm Rejuvenation program (PSR). The PSR program is a program designed by the government to assist oil palm farmers in increasing the productivity of oil palm farmers and supporting Sustainable Rural Development which impacts on improving the welfare of oil palm farmers. In the PSR program, the role of oil palm farmer groups is very important, as they are the grant beneficiaries and managers, so that the success or failure of the program also depends on the farmer groups. In this study, …


Evaluasi Program Pemberdayaan Petambak Pada Budidaya Udang Vannamei Oleh Pt Infishta Di Kecamatan Blanakan Kabupaten Subang, Yudhi Amrial, Ety Rahayu Aug 2021

Evaluasi Program Pemberdayaan Petambak Pada Budidaya Udang Vannamei Oleh Pt Infishta Di Kecamatan Blanakan Kabupaten Subang, Yudhi Amrial, Ety Rahayu

Jurnal Pembangunan Manusia

Poverty is the main problem experienced by fish farmer in Indonesia. This happens because of the monopoly by middlemen. One solution to this problem is by empowering fish farmer. This study aims to evaluate fish farmer empowerment programs through vannamei shrimp farming conducted by PT Infishta in Blanakan District, Subang Regency. The qualitative approach and the type of formative evaluation research conducted with in-depth interviews with 8 informants who know about the implementation of fish farmer empowerment programs in the vannamei shrimp farming. The results of the research explain the input stages and the program implementation process. The input stage …


Covid-19 Preparedness And The Anxiety Of Thai Citizens, Afifi Lateh, Prasopchai Pasunon, Kiflan Dolah, Panida Kongjam, Saminee Chemae, Phanupong Panomwan, Alawee Lateh Aug 2021

Covid-19 Preparedness And The Anxiety Of Thai Citizens, Afifi Lateh, Prasopchai Pasunon, Kiflan Dolah, Panida Kongjam, Saminee Chemae, Phanupong Panomwan, Alawee Lateh

Kesmas

The outbreak of COVID-19 has brought sickness and fatality to Thai citizens. In addition, it left a tremendous psychological impact on mental health as they experienced panic and anxiety about controlling situations and preserving their physical and mental well-being. This study aimed to analyze the factors influencing COVID-19 preparedness and anxiety based on groups of Thai citizens. Online questionnaires were employed to collect data from 2,768 respondents selected through convenience sampling and snowball sampling on Facebook, having shared questionnaires with 190 other users. Data were collected from March 29 to April 3, 2020. The acquired data were analyzed using percentage …


Marginalized: The Missing Public Management Research On Homelessness, Richard F. Callahan Aug 2021

Marginalized: The Missing Public Management Research On Homelessness, Richard F. Callahan

Journal of Public Management & Social Policy

Abstract

Homelessness is long-standing issue in American cities, with significant human consequences. However, current public management research does not typically include research on public agencies responding to the needs of the homeless.

This paper uses a case study to explore the disconnect between public management research and those living on the margins of society as homeless. The case study illustrates the potential for multiple streams of research in public management to effectively research the complexities of homelessness. This paper makes the case for that public agency responses to the varied dimensions of homelessness align with public management research, with the …


Linking Human Resources And Child Welfare Data (Video), Quality Improvement Center For Workforce Development Aug 2021

Linking Human Resources And Child Welfare Data (Video), Quality Improvement Center For Workforce Development

Workforce Analytics Resources

When examining workforce data, it can be valuable to capitalize on data from a variety of systems, such as various human resources (HR) databases, learning management systems, and child welfare information systems. Each can be useful on their own, but additional information can be learned when different types of data are connected. For example, applicant information may be stored in a database that is separate from other HR data on those hired, and there is value in looking at the connections between applicant data and later aspects of employment.

Data linkage involves pairing observations from two or more data files …