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{ "APPLICATION_ID": 100065 }
The National Domestic Violence Hotline (NDVH) and the National Dating Abuse Helpline (NDAH), which are supported by the Division of Family Violence Prevention and Services within the Family and Youth Services Bureau, serve as critical partners in the intervention, prevention, and resource assistance efforts of the netw...
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13,055,871,550,486,893,000
{ "APPLICATION_ID": 100067 }
Improving outcomes for low-income fathers and their children is an important goal, but there is limited evidence about which approaches are most effective. Building Bridges and Bonds (B3) is a rigorous evaluation study of responsible fatherhood programs designed to answer multiple practice-relevant research questions a...
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12,862,835,995,679,377,000
{ "APPLICATION_ID": 100068 }
This project is implementing 36-month follow-up studies to the federally-sponsored Health Profession Opportunity Grants (HPOG) Impact Study and the Innovative Strategies for Increasing Self-Sufficiency Project, both of which are examining outcomes at 15 months after entry into the study. The goal of the 36-month follow...
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9,550,274,440,501,223,000
{ "APPLICATION_ID": 100069 }
The CCDF Policies Database is a source of information on the detailed policies used to operate child care subsidy programs under the Child Care and Development Fund (CCDF). Since 2008, The Urban Institute has collected, coded, and disseminated the CCDF policies in effect across the 50 states, the District of Columbia, ...
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15,806,258,275,995,017,000
{ "APPLICATION_ID": 100070 }
The overall purpose of this project is to inform the Administration for Children and Families (ACF) on its efforts to improve services for victims of human trafficking. In 2014, ACF's Family and Youth Services Bureau (FYSB) awarded three grants to carry out demonstration projects to provide coordinated case management ...
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12,597,603,910,187,651,000
{ "APPLICATION_ID": 100071 }
This contract will produce a series of research briefs on issues related to the well-being and economic self-sufficiency of families and children experiencing homelessness. The briefs will be based on data collected as part of the U.S. Department of Housing and Urban Development's (HUD) Family Options Study, a multi-si...
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16,778,995,983,927,380,000
{ "APPLICATION_ID": 100072 }
The purpose of the MIHOPE Check-In project is to annually update contact information for families who participated in the Mother and Infant Home Visiting Program Evaluation (MIHOPE; ). MIHOPE is examining child and family outcomes for participants in the Maternal, Infant, and Early Childhood Home Visiting (MIECHV) prog...
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9,519,621,311,664,090,000
{ "APPLICATION_ID": 100073 }
The purpose of this project is to explore how emerging insights from psychology can strengthen programs aimed at helping families achieve self-sufficiency. In particular, the project will review the implications of existing research on psychological processes associated with goal-directed behaviors, including socio-emo...
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7,746,977,125,288,369,000
{ "APPLICATION_ID": 100074 }
Intimate partner violence (IPV) is a significant problem for women and men in the United States, with one in four women and one in seven men experiencing severe physical violence by an intimate partner in his or her lifetime. Furthermore, the prevalence of IPV is higher among low-income populations and populations of c...
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18,338,171,305,348,022,000
{ "APPLICATION_ID": 100075 }
ACF's Office of Refugee Resettlement (ORR) administers a variety of social service programs intended to connect newly resettled refugees with critical resources, help them become economically self-sufficient, and help them integrate into American society. One such program is the Refugee Cash Assistance (RCA) program, w...
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11,635,516,002,643,837,000
{ "APPLICATION_ID": 100076 }
The Temporary Assistance for Needy Families (TANF): Two Parent Families Study is a descriptive study that will collect information about two parent families who receive or are eligible to receive TANF. This study will document: 1) the characteristics of two-parent families participating in or eligible for TANF; 2) the ...
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7,255,467,899,889,038,000
{ "APPLICATION_ID": 100077 }
Investing in Quality Rating and Improvement Systems (QRIS) is based on assumptions that programs will strive to raise their quality ratings and parents will use ratings to select higher quality programs. However, research examining these potential levers of quality within QRIS is limited. Therefore the purpose of the p...
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6,480,107,142,553,752,000
{ "APPLICATION_ID": 100078 }
Current developmental policy reports and empirical articles stress the importance of supporting Spanish (L1) in English-dominant (L2) child care programs as well as promoting the linguistic context in which Dual Language Learners (DLLs) are served. Yet, little is known whether teachers actually use L1 in early care and...
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8,975,722,772,401,430,000
{ "APPLICATION_ID": 100079 }
The proposed dissertation will draw largely on economic theory and strategic management research to model predictors of provider participation in the subsidy system. Specifically, the quantitative portion of the study will utilize administrative data and U.S. Census data to test three empirical models that examine fact...
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18,358,933,469,013,934,000
{ "APPLICATION_ID": 100080 }
As the US population continues to diversify, early childhood programs serving the nation's youngest citizens strive to meet the needs of culturally diverse families. The current study seeks to examine the racial-ethnic socialization of preschool-age children in home and school contexts by multiple caregivers. Using cul...
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10,457,881,382,970,927,000
{ "APPLICATION_ID": 100081 }
Through employing a bio-ecological systems approach, this project examines two plausible developmental mechanisms of Head Start (HS) preschoolers' peer collaboration. Given the ubiquity and importance of preschoolers' peer collaboration (i.e. the coordination of actions and verbalizations to achieve a shared goal) in c...
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16,711,544,400,937,075,000
{ "APPLICATION_ID": 100082 }
The proposed mixed-method study will build on and expand an ongoing Early Head Start (EHS)-University Partnership addressing the prevention of toxic stress through attachment-based intervention. Guided by a strengths-based, developmental-ecological framework, the proposed study will examine the influence of individual,...
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11,541,932,288,052,840,000
{ "APPLICATION_ID": 100083 }
To better serve Dual Language Learners (DLLs), research needs to focus on how having access to two languages uniquely affects their learning and development. The overarching purpose of this project is to increase the understanding of classroom factors and processes that can support the language and socio-emotional deve...
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2,799,411,166,074,434,600
{ "APPLICATION_ID": 100084 }
A long standing research partnership between the University of Miami and one of the largest Head Start (HS) programs in the nation, serving an urban population of at-risk young children in Miami-Dade County, has facilitated collaborative research focused on narrowing the academic achievement gap between children from l...
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1,643,375,993,267,798,800
{ "APPLICATION_ID": 100085 }
Little is known about whether home visitors recognize the association between risk factors (e.g., parental mental health, substance abuse, and domestic violence) and maltreatment. There is a critical need to understand how home visitors identify the behaviors that constitute maltreatment and the factors that place fami...
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2,652,787,762,022,684,000
{ "APPLICATION_ID": 100086 }
The Human Services Research Partnership of the U.S. Virgin Islands will explore issues related to social service needs and public welfare systems in the territory. This cooperative agreement will support a partnership among researchers, local governments and community-based organizations to define and evaluate research...
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16,133,823,004,874,269,000
{ "APPLICATION_ID": 100087 }
The study hypothesizes that the Building Strong Families (BSF) program will positively impact marriage for those couples who met the economic bar, but not the couples who did not meet the economic bar and that meeting the economic bar will moderate BSF treatment impacts in other areas, like parenting and child well-bei...
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4,911,904,298,329,840,000
{ "APPLICATION_ID": 100088 }
Despite the often small effects found when implementing marriage and family strengthening programs, these programs can be shown to have very large and important financial impacts on the population. Expected Value-Return on investment (EV-ROI) models previously developed by the project team will be expanded and applied ...
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8,050,790,104,477,286,000
{ "APPLICATION_ID": 100089 }
Federal initiatives like the Supporting Healthy Marriage (SHM) initiative do provide a wealth of information about the couples in these programs, the nature of their relationships, and the well-being of their children-for some of the most vulnerable populations. This is useful because dramatic changes in the structure ...
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14,787,589,320,390,138,000
{ "APPLICATION_ID": 100090 }
The findings reported to date from Supporting Healthy Marriage (SHM) and related studies have caused others to conclude that healthy marriage initiates are not effective (Johnson, 2014). After reviewing the prior analyses with SHM data, it is premature to conclude that SHM and related programs are not effective for imp...
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7,159,985,814,640,338,000
{ "APPLICATION_ID": 100091 }
Many studies document large differentials of marriage success by race and age, but the causal predictors, the factors that reliably identify outcomes and point to the factors that contribute to marriage success have yet to be clearly articulated or are contested. In this project, Howard University researchers will stud...
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15,174,223,600,511,783,000
{ "APPLICATION_ID": 100092 }
The goal of this study is to examine how participation in the Building Strong Families (BSF) intervention caused families to experience reductions in three different forms of familyinstability (e.g., financial, family structure, romantic relationship quality), that in turn bolster child development via stronger father ...
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14,132,975,220,672,348,000
{ "APPLICATION_ID": 100093 }
Material hardship is an important measure of economic well-being, especially for disadvantaged households, and has been part of attempts to understand the relationship between family structure, household well-being and poverty. In this study advanced econometric techniques to analyze longitudinal data from the Building...
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9,335,035,424,231,920,000
{ "APPLICATION_ID": 100094 }
There have been several initiatives at the Federal, State, and local levels that have identified fathers as important figures in combating poverty, attenuating the lost developmental potential of young children, improving the nutritional status and safety of children, and reducing experiences with violence during the e...
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14,740,831,063,468,558,000
{ "APPLICATION_ID": 100095 }
In the proposed study, the effects of the OurRelationship.com program on African-American, Hispanic/Latino, lower-income, and rural couples will be examined. Within a nationally-representative sample of 300 couples, OurRelationship.com demonstrated the ability to attract and retain a diverse population of couples. Howe...
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7,485,355,130,340,466,000
{ "APPLICATION_ID": 100096 }
Research among Latino families, particularly Mexican-origin families, has documented the critical role cultural values play in influencing family relationships and parenting. However, this work has primarily focused on mothers. The proposed project design involves testing an adapted family stress model by recruiting 80...
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17,650,874,566,456,547,000
{ "APPLICATION_ID": 100102 }
The goals of this study are to address research gaps in the long-term effects of preschool programs for Latino children. It aims to characterize the early care and education utilization behaviors of Latino families in the first five years of life; solicit Latina immigrant mothers' perceptions of the factors that influe...
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16,822,169,891,567,870,000
{ "APPLICATION_ID": 100104 }
The purpose of this project is to develop our field's understanding of the current knowledge and experiences of child care and early intervention providers with infants and toddlers with developmental disabilities and delays in child care settings. Specifically, it will examine how child care and early intervention pro...
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5,966,712,032,983,339,000
{ "APPLICATION_ID": 100105 }
This research study examines the amount and types of professional development North Carolina caregivers have received, and whether their participation varies by sector. Furthermore, the study explores caregivers' knowledge of The North Carolina Foundations for Early Learning and Development (Foundations), as well as th...
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349,899,822,348,325,100
{ "APPLICATION_ID": 100107 }
This project will specifically address delays in early literacy and fundamental motor skill development as being two important factors that impact school readiness (Engle & Black, 2008). It will examine the effectiveness of the Reading and Motor Program for Preschoolers (RaMPP), an integrated curricula model designed t...
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16,623,502,137,745,603,000
{ "APPLICATION_ID": 100111 }
The purpose of the this study is to examine Navajo narratives and language characteristics using Dynamic assessment of narratives (DAN) to differentiate Navajo Head Start children as being at-risk for language impairment or typically developing. The main aim of the study is to examine whether DAN is sensitive to change...
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10,402,540,772,203,815,000
{ "APPLICATION_ID": 100114 }
The aim of the study is to conduct secondary analyses on the Building Strong Families (BSF) dataset, using propensity score analysis to control for selection effects and allow for causal inferences to be made. Four research questions will be addressed: 1) Do economic interventions improve relationship outcomes? 2a) Is ...
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16,744,976,748,839,610,000
{ "APPLICATION_ID": 100119 }
This project will rely on two nationally representative surveys of the supply and characteristics of child care in the U.S., and of the children and families who could use child care: The Profiles of Child Care Settings study, conducted in 1990 (immediately prior to passage of the CCDBG) and the National Survey of Earl...
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3,689,222,263,754,679,300
{ "APPLICATION_ID": 100120 }
The principal objective of the project is to describe the nature and impact of child care subsidy use by low-income families eligible for subsidies who have children with special needs. To achieve this objective, the following three subordinate objectives are: (1) To describe patterns and predictors of subsidy use amon...
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7,431,257,273,972,953,000
{ "APPLICATION_ID": 100121 }
This project seeks to delineate the role of an understudied component of ECE contexts- the role of peers. Based on theoretical frameworks arguing for the central role of peers in affecting both children and adults, this study will specify and test a conceptual model delineated specific paths through which peer effects ...
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14,161,709,461,168,835,000
{ "APPLICATION_ID": 100122 }
The objective of this study is to determine which features of ECE, from infancy through preschool, together with family experiences, predict the development of prosocial behavior. Data from the NICHD Study of Early Child Care and Youth Development will be used to address this objective. This national sample of more tha...
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7,973,371,385,618,582,000
{ "APPLICATION_ID": 100123 }
This study aims to inform ECE policy by exploring whether QRIS are promoting fair and equal access to high quality care. Specifically, this study seeks to explore how cross-state variation in the structure of QRIS (e.g., financial incentives offered to providers, methods used to promote public awareness of QRIS to pare...
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6,819,467,588,108,874,000
{ "APPLICATION_ID": 100124 }
This study will explore whether a novel pooled-survey methodology can be employed to improve inferences about ECE environments in child obesity and related nutritional and physical activity antecedents. The specific attention to the relative effectiveness of HS compared to subsidized care and other ECE environments is ...
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1,892,035,995,380,160,000
{ "APPLICATION_ID": 100125 }
This project aims to shed new light on the facilitators and obstacles to immigrant and limited English proficient (LEP) families' access to child care subsidies and to high-quality, regulated child care. In doing so, this study will focus on how (1) parent preferences shape child care choices, (2) state child care subs...
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14,678,119,330,629,638,000
{ "APPLICATION_ID": 100126 }
The federal child care subsidy program (the Child care and Development Fund [CCDF]) is among the government's largest investments in the early care and education (ECE) of low income children, yet associations between CCDF-subsidized care use and children's developmental outcomes are poorly understood. These findings ra...
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16,827,356,108,663,409,000
{ "APPLICATION_ID": 100127 }
The project will examine contextual pathways that link state-level policy decisions to the development of low-income children. The first goal of the project focuses on understanding how variations in both child care subsidy and TANF policies influence the likelihood that an eligible family will receive benefits. This s...
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16,336,603,947,285,377,000
{ "APPLICATION_ID": 100128 }
Child care quality is associated with child outcomes, but high-quality child care is rare. The goal of this project is to improve the understanding of the quantitative relationship between child outcomes and a measure of teacher-child interactions (the Classroom Assessment Scoring System, or CLASS) that is increasingly...
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10,975,079,688,603,224,000
{ "APPLICATION_ID": 100129 }
Early environmental stressors are frequently experienced in low-income families and impact outcomes across the lifespan, including academic achievement, mental and physical health, and ultimately result in both earlier mortality and reduced quality of life. Characterizing specific risk trajectories and points of interv...
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10,056,120,743,582,274,000
{ "APPLICATION_ID": 100130 }
The goal of this project is to inform the understanding of state subsidy policies, practices, and procedures that are associated with the accessibility and availability of high quality child care for subsidy eligible children locally as well as nationwide. This project will develop a deeper understanding of accessibili...
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1,049,802,000,754,637,600
{ "APPLICATION_ID": 100131 }
The objective of this project to inform renewed efforts to improve the quality of child care subsidized under through the Child Care and Development Fund (CCDF). Literature to date has primarily examined whether child care subsidies are associated with child care quality and stability, but little is known about the ext...
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525,038,172,975,974,340
{ "APPLICATION_ID": 100132 }
The goal of this secondary data analysis is to examine how ECE program factors are linked to parent engagement in child care, and in turn how this engagement leads to school readiness and child well-being. This study draws data from a subset of the Early Childhood Longitudinal Study - Birth Cohort (ECLS-B), a nationall...
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8,454,305,702,753,160,000
{ "APPLICATION_ID": 100133 }
This study aims to fill gaps in previous research by using data from the most recent cohorts (i.e., 2006 and 2009) of the Head Start Family and Child Experiences Survey (FACES) to identify meaningful constellations of Professional Development (PD) support received by Head Start teachers, and to examine the extent to wh...
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1,667,060,499,354,554,400
{ "APPLICATION_ID": 100134 }
This study will examine the enrollment of children in CCDF subsidized providers during early childhood and the effects of these enrolments on the school achievement outcomes of children in grades third to eight. The needs that will be addressed in the proposed project include, first, exploring how, when, where and what...
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14,039,186,086,519,628,000
{ "APPLICATION_ID": 100135 }
The overall goal of the project is to identify thresholds of early childhood education quality in predicting social-emotional, cognitive, and language outcomes in multiple secondary data sets that can inform national and state policies that promote optimal child development through early childhood education and child c...
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9,660,940,928,562,452,000
{ "APPLICATION_ID": 100136 }
The project will address three objectives: (1) to provide descriptive information comparing the ECE experiences of subsidy-eligible and ineligible children, (2) to analyze the impact of various subsidy policies and practices on the percent of children served, by state, and (3) to assess which subsidy policies and pract...
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11,381,125,460,913,910,000
{ "APPLICATION_ID": 100137 }
Research indicates that children and their parents fare better on a range of outcomes when living in stable, low-conflict, two-parent families. The Office of Family Assistance (OFA) at the Administration for Children and Families (ACF) provides grants to fund healthy marriage and relationship education (HMRE) programs ...
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12,238,473,488,876,184,000
{ "APPLICATION_ID": 100138 }
The purpose of the Youth Education and Relationship Services Project is to better understand the services that federally-funded Healthy Marriage and Relationship Education (HMRE) programs are providing to youth. The project will describe the implementation of HMRE programs and the youth these programs serve, assess the...
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9,690,095,201,553,615,000
{ "APPLICATION_ID": 100139 }
Same-sex couples and lesbian, gay, and bisexual (LGB) individuals who may become involved in same-sex relationships - whether adults or youth - face distinct challenges and elevated risks (e.g. of homelessness, poverty, perceived social stigma) compared with their non-LGB counterparts. These vulnerabilities highlight t...
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7,182,840,809,811,323,000
{ "APPLICATION_ID": 100140 }
The Behavioral Interventions to Advance Self-Sufficiency Capstone project will produce a final synthesis report on the Behavioral Interventions to Advance Self-Sufficiency (BIAS) project () and conduct related dissemination activities. The final synthesis report will discuss overall findings from the BIAS project, synt...
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17,489,184,849,010,660,000
{ "APPLICATION_ID": 100141 }
The Behavioral Interventions to Advance Self-Sufficiency (BIAS) project () demonstrated that applying behavioral insights to challenges facing human services programs can improve program operations and outcomes at relatively low cost. The Behavioral Interventions to Advance Self-Sufficiency Next Generation project will...
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17,878,000,219,109,919,000
{ "APPLICATION_ID": 100142 }
This project will investigate how existing work on racial and ethnic disparities could inform more accurate identification and interpretation of ethnic and racial differences in programs administered by the Administration for Children and Families (ACF). This project will lay the groundwork for ACF to more comprehensiv...
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6,609,685,694,215,675,000
{ "APPLICATION_ID": 100143 }
ACF launched the Two-Generation Approaches to Improving Family Self-Sufficiency project in September 2015 to better understand approaches that intentionally combine intensive, high-quality, adult-focused services with intensive, high-quality, child-focused programs. Conducted by Mathematica Policy Research, this projec...
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12,801,732,737,591,923,000
{ "APPLICATION_ID": 100144 }
This project provides evaluation-related support for organizations awarded implementation grants for the further development and testing of interventions for youth with child welfare involvement who are most likely to experience homelessness. Key project tasks include conducting evaluability assessments, providing tech...
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14,377,797,814,573,517,000
{ "APPLICATION_ID": 100145 }
In September 2015, the ACF Office of Planning, Research and Evaluation (OPRE) in collaboration with the Children's Bureau (CB) awarded a contract to Mathematica Policy Research to carry out the Design Options for Understanding Child Maltreatment Incidence. The purpose of this 18-month project is to develop design optio...
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18,129,832,797,871,604,000
{ "APPLICATION_ID": 100146 }
Through this contract, the Office of Planning, Research and Evaluation (OPRE) in the Administration for Children and Families (ACF) plans to implement Federally-sponsored impact, outcome, and implementation studies of the second round of grants awarded under the extension of the Health Profession Opportunity Grants (HP...
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7,188,761,578,611,502,000
{ "APPLICATION_ID": 100147 }
The purpose of the project is to conduct longer-term follow-up studies of participants in the Assets for Independence (AFI) Evaluation. Through this project, the Administration for Children and Families (ACF) plans to implement 36-month and 60-month follow-up studies of the Federally-sponsored Assets for Independence (...
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6,719,239,922,433,114,000
{ "APPLICATION_ID": 100148 }
The Early Head Start Family and Child Experiences Study (Baby FACES) is a nationally representative, descriptive study of Early Head Start programs and children. The goal of the study is to provide information about the characteristics and experiences of EHS children and families and the programs that serve them for th...
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11,244,549,913,064,194,000
{ "APPLICATION_ID": 100149 }
The National Survey of Child and Adolescent Well-Being (NSCAW) is a nationally representative, longitudinal survey of children and families who have been the subjects of investigation by Child Protective Services.There have been two cohorts of children enrolled in the survey, which makes available data drawn from first...
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6,881,040,688,771,213,000
{ "APPLICATION_ID": 100150 }
This contract will enhance the analytic capacity of the National Survey of Early Care and Education Data by constructing analytic variables to answer key early care and education questions; processing and disseminating restricted use data that allow for sophisticated analyses of early care and education supply and dema...
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17,920,374,355,222,235,000
{ "APPLICATION_ID": 100151 }
This contract will support the development of professional development tools to improve the quality of infant and toddler nonparental care, building on the Quality of Caregiver-Child Interactions for Infants and Toddlers (Q-CCIIT) observation tool (2010-2014). This project supports ACF's vision for helping ECE programs...
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12,201,376,299,040,958,000
{ "APPLICATION_ID": 100152 }
The Home Visiting Evidence of Effectiveness project (HomVEE), is a transparent, systematic review of the evidence base for multiple home visiting programs for pregnant women and young children birth to age 5. The project, conducted through a contract to Mathematica Policy Research, aims to improve knowledge about overa...
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2,451,666,405,106,187,300
{ "APPLICATION_ID": 100153 }
The Tribal Evaluation Institute (TEI) provides technical assistance, leadership, and support to promote excellence in community-based research and evaluation of Maternal, Infant, and Early Childhood Home Visiting (MIECHV) initiatives that serve American Indian and Alaska Native (AI/AN) children and families through the...
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3,788,780,210,449,677,000
{ "APPLICATION_ID": 100154 }
The Migrant and Seasonal Head Start (MSHS) Study is a four-year study that will examine the MSHS programs and practices, and the children and families served by the MSHS program. MSHS provides early childhood support for migrant and seasonal farmworkers. The study will examine program practices in multiple domains, inc...
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2,696,385,221,511,222,000
{ "APPLICATION_ID": 100155 }
Faculty from the Michigan Infant-Toddler Research Exchange are developing and testing an integrated parent-teacher intervention to support infant/toddler social emotional (SE) development based on an established and tested model, the Mom Power (MP) intervention. MP was developed for high-risk mothers and targets caregi...
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16,892,390,469,919,623,000
{ "APPLICATION_ID": 100156 }
The purpose of the project is to adapt two research-based parent and teacher interventions, Play and Learning Strategies (PALS) and Beginning Education: Early Childcare at Home (BEECH), to examine the benefit to low income infants' and toddlers' language, cognitive, and social-emotional development as well as self-regu...
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11,792,981,397,084,920,000
{ "APPLICATION_ID": 100157 }
This project will implement and evaluate the Getting Ready 0-3 (GR03) intervention in collaboration with rural Early Head Start (EHS) partner agencies. GR03 is an inventive, evidence-based intervention that strengthens the relationships children have with adults as well as partnerships between parents and other provide...
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6,946,952,284,036,315,000
{ "APPLICATION_ID": 100158 }
The overall goal of this project is to implement an inquiry-based approach to improve parent and teacher practices, which will support and improve developmental outcomes for infants and toddlers. The intervention will have two phases. Phase 1 will focus on supporting Responsive Caregiving practices (for both parents an...
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18,415,392,444,015,250,000
{ "APPLICATION_ID": 100159 }
The goal of GCEP is to gauge the effectiveness of select policies, programs, and services outlined in the State Plan, as developed by the Georgia Department of Early Care and Learning (DECAL), the lead agency for CCDF in Georgia, and its partners. DECAL will use the CCDBG Implementation Research and Evaluation Planning...
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15,584,682,649,246,280,000
{ "APPLICATION_ID": 100160 }
The 2014 CCDBG Act has the potential to have large impacts on the children, families, and providers that participate in the subsidy system. The impacts are likely to be particularly salient for home-based providers and the children and families they serve due to increased requirements for some. Such is the case in Oreg...
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10,293,467,362,254,760,000
{ "APPLICATION_ID": 100161 }
The project, Assessing the Impact of Child Care Subsidy on Program Access and Quality: Evaluation Planning, aims to lay the foundation for future evaluative work that will contribute to knowledge about the efficacy of early care and education (ECE) programs, including child care subsidies, in achieving recent federal g...
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8,380,687,383,840,529,000
{ "APPLICATION_ID": 100162 }
The Child Care and Development Block Grant (CCDBG) Act of 2014 incorporated several statutory changes intended to promote child well-being. One of those changes, a longer redetermination period, was intended to lead to longer program participation spells, more stable usage of high quality childcare arrangements, and mo...
{ "alnum_ratio": 0.8316017316, "avg_line_length": 2310, "char_rep_ratio": 0.061712299, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9235185385, "num_words": 383, "perplexity": 511.7, "special_char_ratio": 0.1731601732, "word_rep_ratio": 0 }
1,777,953,552,485,321,000
{ "APPLICATION_ID": 100163 }
The Washington State Department of Early Learning (DEL), the designated state lead agency for administration of Child Care and Development Block Grant (CCDBG) funds and programming, will conduct the Washington State CCDBG Research Planning Project. The main goal of the project is to plan to generate new policy-relevant...
{ "alnum_ratio": 0.8344255133, "avg_line_length": 2289, "char_rep_ratio": 0.0657894737, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9342802167, "num_words": 383, "perplexity": 495.1, "special_char_ratio": 0.1747487986, "word_rep_ratio": 0 }
5,697,549,956,657,754,000
{ "APPLICATION_ID": 100164 }
In line with the goals of the CCDBG Act of 2014 to enhance the quality of childcare for low-income children, the Nevada Division of Welfare and Supportive Services Child Care and Development Program enacted a policy on March 1, 2016 to require specific training for Family, Friend, and Neighbor (FFN) providers. Non-lice...
{ "alnum_ratio": 0.8305634374, "avg_line_length": 2467, "char_rep_ratio": 0.0618388934, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9664900899, "num_words": 411, "perplexity": 460.6, "special_char_ratio": 0.1755168221, "word_rep_ratio": 0 }
2,377,462,499,530,421,000
{ "APPLICATION_ID": 100165 }
The Childcare Development Block Grant (CCDBG) Implementation Research and Evaluation Planning Grant offers the Massachusetts Department of Early Education and Care (EEC) opportunities to better understand how aspects of the current subsidy system shape the stability of children's participation in high quality early edu...
{ "alnum_ratio": 0.8395324123, "avg_line_length": 941, "char_rep_ratio": 0.0751072961, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9391714931, "num_words": 155, "perplexity": 298, "special_char_ratio": 0.1604675877, "word_rep_ratio": 0 }
12,263,586,565,313,348,000
{ "APPLICATION_ID": 100166 }
The Commonwealth of the Northern Mariana Islands (CNMI) Child Care and Development Fund (CCDF), as the lead proponent and implementer of this project, will engage other agencies such as the Northern Marianas College, Public School System (Early Head Start, Head Start, & Early Intervention Program), Commonwealth Health ...
{ "alnum_ratio": 0.8258928571, "avg_line_length": 1568, "char_rep_ratio": 0.0519563823, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9261618257, "num_words": 267, "perplexity": 380.3, "special_char_ratio": 0.1779336735, "word_rep_ratio": 0 }
13,384,649,903,788,149,000
{ "APPLICATION_ID": 100167 }
This project presents a rigorous evaluation of administrative changes in Massachusetts designed to make the process of accessing and maintaining child care subsidies more family-friendly. Through a collaborative research partnership with the Massachusetts Department of Early Education & Care (EEC), the project will use...
{ "alnum_ratio": 0.8322925959, "avg_line_length": 1121, "char_rep_ratio": 0.0701438849, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9138678908, "num_words": 187, "perplexity": 486.4, "special_char_ratio": 0.1712756467, "word_rep_ratio": 0 }
14,954,279,163,028,488,000
{ "APPLICATION_ID": 100168 }
This partnership will examine quality improvement activities among family child care providers (FCCP) in the context of California's Race to the Top Early Learning Challenge (RTT-ELC). Through a combination of survey and in-depth qualitative methods, the project will compare providers' experiences in two regions operat...
{ "alnum_ratio": 0.8371212121, "avg_line_length": 528, "char_rep_ratio": 0.0597302505, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9289867878, "num_words": 85, "perplexity": 438.8, "special_char_ratio": 0.1628787879, "word_rep_ratio": 0 }
79,404,540,248,592,940
{ "APPLICATION_ID": 100169 }
The purpose of this project is to study family child care providers' (FCCP) perceptions and participation in Quality Rating and Improvement Systems (QRIS) and to examine the impact of a quality improvement framework that is uniquely designed to meet the needs of the FCCP population. This partnership will document the e...
{ "alnum_ratio": 0.8377358491, "avg_line_length": 795, "char_rep_ratio": 0.0839694656, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9271771312, "num_words": 130, "perplexity": 427.7, "special_char_ratio": 0.1622641509, "word_rep_ratio": 0 }
4,421,146,512,388,104,700
{ "APPLICATION_ID": 100170 }
This project explores the potential role of state and community-level collaboration in enhancing child care quality, access, satisfaction, comprehensive services, and ultimately family and child outcomes, with an emphasis on care for infants and toddlers. The initial focus is to describe the nature of collaborations be...
{ "alnum_ratio": 0.8283378747, "avg_line_length": 1101, "char_rep_ratio": 0.0888278388, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9311733246, "num_words": 170, "perplexity": 236.2, "special_char_ratio": 0.1716621253, "word_rep_ratio": 0 }
6,814,604,906,185,011,000
{ "APPLICATION_ID": 100171 }
Researchers at the University of Chicago and Urban Institute continue their partnership with Illinois and New York child care administrators and four local offices to develop an empirically-informed and practically-relevant knowledgebase regarding the determinants of subsidy stability and child care continuity. Phase 2...
{ "alnum_ratio": 0.8420019627, "avg_line_length": 1019, "char_rep_ratio": 0.0673267327, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9243773818, "num_words": 165, "perplexity": 578.4, "special_char_ratio": 0.1648675172, "word_rep_ratio": 0 }
5,888,527,541,151,418,000
{ "APPLICATION_ID": 100172 }
This research partnership will examine the validity of the Virgin Islands' Quality Rating and Improvement System by: (1) assessing the measurement strategies and psychometric properties of measures used to assess early care and education (ECE) quality; (2) examining the effects of introducing QRIS and new licensing reg...
{ "alnum_ratio": 0.8261758691, "avg_line_length": 489, "char_rep_ratio": 0.0583333333, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.8931729794, "num_words": 84, "perplexity": 516.6, "special_char_ratio": 0.1799591002, "word_rep_ratio": 0 }
13,897,853,238,409,101,000
{ "APPLICATION_ID": 100173 }
This cooperative agreement, awarded to the University of Chicago in 2013, supports the development, implementation, and ongoing operations of a Data Center to support family self-sufficiency research and activities. This Center will serve as a hub to support the development of state and institutional capacity for data ...
{ "alnum_ratio": 0.8339222615, "avg_line_length": 849, "char_rep_ratio": 0.0666666667, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9544542432, "num_words": 132, "perplexity": 204.7, "special_char_ratio": 0.1707891637, "word_rep_ratio": 0 }
3,444,909,919,567,124,500
{ "APPLICATION_ID": 100174 }
The goal of this project is to identify state policy choices that increase household economic stability over time, either by promoting earnings stability or by supplementing income from earnings. It will examine the stability of household income as a function of specific state program rules for five key safety net prog...
{ "alnum_ratio": 0.8244818653, "avg_line_length": 1544, "char_rep_ratio": 0.0885993485, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9491624236, "num_words": 260, "perplexity": 591, "special_char_ratio": 0.1878238342, "word_rep_ratio": 0 }
18,201,822,945,206,286,000
{ "APPLICATION_ID": 100175 }
Three main activities will be conducted to establish a foundation for a practice based examination of social welfare implementation in Minnesota: (1) A meta-analysis of implementation studies focused on interventions for low-income children and families. It will focus on the questions of 'what policy issues do implemen...
{ "alnum_ratio": 0.8362507058, "avg_line_length": 1771, "char_rep_ratio": 0.0646992054, "flagged_words_ratio": 0, "lang": "en", "lang_score": 0.9107676744, "num_words": 293, "perplexity": 353.5, "special_char_ratio": 0.1677018634, "word_rep_ratio": 0 }
5,801,556,087,737,338,000
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The Pile -- NIHExPorter (refined by Data-Juicer)

A refined version of NIHExPorter dataset in The Pile by Data-Juicer. Removing some "bad" samples from the original dataset to make it higher-quality.

This dataset is usually used to pretrain a Large Language Model.

Notice: Here is a small subset for previewing. The whole dataset is available here (About 2.0G).

Dataset Information

  • Number of samples: 858,492 (Keep ~91.36% from the original dataset)

Refining Recipe

# global parameters
project_name: 'Data-Juicer-recipes-Hin'
dataset_path: '/path/to/your/dataset'  # path to your dataset directory or file
export_path: '/path/to/your/dataset.jsonl'

np: 50  # number of subprocess to process your dataset
open_tracer: true

# process schedule
# a list of several process operators with their arguments
process:
  - clean_email_mapper:
  - clean_links_mapper:
  - fix_unicode_mapper:
  - punctuation_normalization_mapper:
  - whitespace_normalization_mapper:

  - alphanumeric_filter:
      tokenization: false
      min_ratio: 0.75  # <3sigma (0.800)
      max_ratio: 0.866
  - average_line_length_filter:
      max_len: 10000  # >3sigma (5425)
  - character_repetition_filter:
      rep_len: 10
      max_ratio: 0.2  # >3sigma (0.127)
  - flagged_words_filter:
      lang: en
      tokenization: true
      max_ratio: 0.0003  # 3sigma
  - language_id_score_filter:
      min_score: 0.7
  - perplexity_filter:
      lang: en
      max_ppl: 1669 #(3sigma)
  - special_characters_filter:
      max_ratio: 0.3  # > 3sigma (0.218)
  - words_num_filter:
      tokenization: true
      min_num: 20
      max_num: 2000
  - word_repetition_filter:
      lang: en
      tokenization: true
      rep_len: 10
      max_ratio: 0.104  # 3sigma

  - document_simhash_deduplicator:
      tokenization: space
      window_size: 6
      lowercase: true
      ignore_pattern: '\p{P}'
      num_blocks: 6
      hamming_distance: 4
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Models trained or fine-tuned on datajuicer/the-pile-nih-refined-by-data-juicer