id
int64
1
18.4k
date
stringdate
1947-01-01 00:00:00
2025-01-01 00:00:00
bias_type
stringclasses
11 values
normative_framing
stringclasses
3 values
source
stringlengths
15
164
policy
stringlengths
14
2.69k
bias_type_merged
stringclasses
3 values
8,201
2012
gender
explicit
BillSum Dataset
of the 1.2 percent of male members of the Armed Forces who experienced ``unwanted sexual contact'' in fiscal year 2012, 52 percent also experienced sexual harassment
group_2
8,202
2012
gender
explicit
BillSum Dataset
of the 6.1 percent of female members of the Armed Forces who experienced ``unwanted sexual contact'' in fiscal year 2012, 77 percent also experienced sexual harassment
group_2
8,203
1965
gender
implicit
BillSum Dataset
offering innovative preservice and in-service programs that instruct teachers on gender-inclusive practices for teaching computing concepts
group_2
8,204
1965
gender
explicit
BillSum Dataset
offering training and professional development programs, including summer or academic year institutes or workshops, designed to strengthen the capabilities of pre-K and elementary school teachers and to familiarize such teachers with the role of gender bias in the classroom
group_2
8,205
2011
gender
explicit
BillSum Dataset
often including gender-biased laws that define women as legal minors or otherwise prevent them from acquiring and securing land, property, and housing lease or ownership rights, making them more vulnerable to poverty, violence, and sexual abuse
group_2
8,206
2010
gender
explicit
BillSum Dataset
on the integration of gender, women's development, and gender-based violence prevention and response into its strategies, programming, and associated outcomes
group_2
8,207
1996
gender
explicit
BillSum Dataset
once on the job, many women find paternalism, sexual harassment, allegations of reverse discrimination, different standards for judging the work of men and women, lower salary relative to their male peers, inequitable job assignments, and other aspects of a male-oriented culture that are hostile to women
group_2
8,208
1993
gender
explicit
BillSum Dataset
our Nation's schools are struggling to maintain an environment that is conducive to learning and that fairly educates girls and boys
group_2
8,209
2017
gender
explicit
BillSum Dataset
play an outsized role in the prevention and detection of cancer in order to serve the goal of reducing health care disparities among low-income women and women of color
group_2
8,210
1993
gender
explicit
BillSum Dataset
preservice and inservice training, and retraining, of teachers and other school personnel in gender-equitable instruction in mathematics and science
group_2
8,211
1972
gender
explicit
BillSum Dataset
provide for an examination of how secondary schools are implementing the policy guidance of the Department of Education's Office for Civil Rights related to sexual harassment directed against gay, lesbian, bisexual, and transgender students
group_2
8,212
2011
gender
explicit
BillSum Dataset
provide or enhance services for victims of abuse in later life, including domestic violence, dating violence, sexual assault, stalking, exploitation, and neglect
group_2
8,213
1965
gender
explicit
BillSum Dataset
providing mentors for girls in person and through the Internet to support such girls in participating in computer science activities
group_2
8,214
1965
gender
explicit
BillSum Dataset
Providing professional development for teachers and other school personnel that includes topics on how to eliminate gender bias in the classroom
group_2
8,215
1965
gender
explicit
BillSum Dataset
Providing professional development for teachers and other school personnel that includes topics on how to engage students in the face of gender-based peer pressure and parental expectations
group_2
8,216
1981
gender
explicit
BillSum Dataset
raising public awareness of the desirability of eliminating artificial barriers to the recruitment, retention, and advancement of women in such work forces
group_2
8,217
1981
gender
explicit
BillSum Dataset
raising public awareness of the underrepresentation of women in the science and engineering work forces
group_2
8,218
1993
gender
explicit
BillSum Dataset
recent studies show that women continue to be underrepresented in careers in mathematical and scientific fields because those fields are stereotyped as male professions
group_2
8,219
1978
gender
explicit
BillSum Dataset
Retaliatory personnel actions prohibited against members alleging sexual harassment or unlawful discrimination
group_2
8,220
2009
gender
explicit
BillSum Dataset
rise in the number of hate crimes against gay, lesbian, and transgender people
group_2
8,221
1981
gender
explicit
BillSum Dataset
sensitize employers to the need to recruit and retain women scientists and engineers in order to overcome projected shortfalls within the science and engineering work forces of the United States during the next 20 years
group_2
8,222
2017
gender
explicit
BillSum Dataset
sex-selection abortions do not implicate the health of the mother of the unborn, but instead are elective procedures motivated by sex or gender bias
group_2
8,223
1972
gender
explicit
BillSum Dataset
sexual harassment directed at gay or lesbian students that is sufficiently serious to limit or deny a student's ability to participate in or benefit from the school's program
group_2
8,224
1994
gender
explicit
BillSum Dataset
Sexual harassment has a significant cost for employees and employers
group_2
8,225
1994
gender
explicit
BillSum Dataset
Sexual harassment in employment persists widely in the workplace, although it violates title VII of the Civil Rights Act of 1964
group_2
8,226
2006
gender
implicit
BillSum Dataset
shall contain an assessment of the effects of the implementation of such regulations on the number, extent, and seriousness of the cases of sexual harassment in the Department of Defense
group_2
8,227
2011
gender
explicit
BillSum Dataset
shall include a discussion of the unique challenges faced by women who are members of historically underrepresented groups
group_2
8,228
2002
gender
explicit
BillSum Dataset
shall make grants and enter into contracts to conduct research to increase better understanding of the complex process victimized women go through in attempting to manage and end the violence in their lives and focus on resilience and coping mechanism
group_2
8,229
2002
gender
explicit
BillSum Dataset
shall make grants and enter into contracts to increase research on the psychological sequelae of violence against women
group_2
8,230
2002
gender
explicit
BillSum Dataset
shall make grants and enter into contracts to increase research on violence against women as a risk factor for various mental and physical health problems
group_2
8,231
2012
gender
implicit
BillSum Dataset
shall require commanders to include letter of reprimands, nonpunitive letter of actions and counseling statements involving substantiated cases of sexual harassment or sexual assault in the performance evaluation report of a member
group_2
8,232
1964
gender
explicit
BillSum Dataset
shall terminate the agency relationship with an agent described in subsection (a) who engages in sexual harassment prohibited by such subsection
group_2
8,233
2010
gender
explicit
BillSum Dataset
societies that treat males and females more equally experience more rapid economic growth and poverty reduction than societies that discriminate based on gender
group_2
8,234
2006
gender
explicit
BillSum Dataset
Such assistance may include supporting efforts to prevent gender-based violence
group_2
8,235
2009
gender
explicit
BillSum Dataset
that sex-selection is inappropriate for family planning purposes because sex-selection ``ultimately supports sexist practices''
group_2
8,236
1977
gender
explicit
BillSum Dataset
that women, if given the same training as men, would be equally capable of flying military aircraft and could then take over some of the stateside military flying jobs
group_2
8,237
2010
gender
explicit
BillSum Dataset
"The Advisor is authorized to collect and make publicly available data and analysis on gender integration activities, women's development, strategies for gender-based violence prevention and response
group_2
8,238
2009
gender
explicit
BillSum Dataset
The availability of adequate mechanisms in the Armed Forces for satisfactory resolution of complaints of sexual misconduct, sexual harassment, or unlawful gender discrimination
group_2
8,239
1993
gender
implicit
BillSum Dataset
the development and implementation of programs that address sexual harassment and violence in order to ensure that educational institutions are free from threats to the safety and the well-being of students and employees
group_2
8,240
1991
gender
explicit
BillSum Dataset
The executive director shall collect information with respect to complaints filed under section 8 or under procedures described in section 11(a) or 12(a), including discrimination on the basis of sex
group_2
8,241
2009
gender
explicit
BillSum Dataset
The existence of adequate mechanisms for investigating sexual misconduct, sexual harassment, and unlawful gender discrimination in the Armed Forces, including the existence of investigative mechanisms outside of the chain of command of a member reporting allegations of such conduct
group_2
8,242
2009
gender
explicit
BillSum Dataset
The existence of adequate safeguards for members of the Armed Forces who report incidents of sexual misconduct, sexual harassment, or unlawful gender discrimination
group_2
8,243
1994
gender
explicit
BillSum Dataset
the most effective tool for eliminating sexual harassment is prevention
group_2
8,244
2014
gender
explicit
BillSum Dataset
the role of implicit bias in the classroom in shaping young girls' perceptions of STEM and discouraging such girls from participating in STEM activities
group_2
8,245
2014
gender
explicit
BillSum Dataset
the role of other facets of the learning environment on the willingness of young girls to participate in STEM activities, including learning materials and textbooks, classroom decorations, seating arrangements, use of media and technology, classroom culture, and gender composition of students during group work
group_2
8,246
2014
gender
explicit
BillSum Dataset
the role of parents and other caregivers in encouraging or discouraging young girls from participating in STEM activities
group_2
8,247
2014
gender
explicit
BillSum Dataset
the role of teacher training and professional development, including effective incentive structures to encourage teachers to participate in such training and professional development, in encouraging or discouraging young girls from participating in STEM activities
group_2
8,248
1977
gender
explicit
BillSum Dataset
the severe loss of male combat pilots made the necessity of utilizing women pilots to help in the war effort clear to General Arnold, and a women's pilot training program was soon approved
group_2
8,249
1973
gender
explicit
BillSum Dataset
The Supreme Court of the United States and each Federal court shall not adjudicate any claim based upon equal protection of the laws to the extent such claim is based upon the right to marry without regard to sex or sexual orientation
group_2
8,250
1973
gender
implicit
BillSum Dataset
The Supreme Court of the United States and each Federal court shall not adjudicate any claim based upon the right of privacy, including any such claim related to any issue of sexual practices, orientation, or reproduction
group_2
8,251
2014
gender
explicit
BillSum Dataset
the types of STEM activities that encourage greater participation by young girls
group_2
8,252
2006
gender
explicit
BillSum Dataset
the untapped economic and educational potential of girls and women in many developing nations represent an enormous loss to those societies
group_2
8,253
1994
gender
explicit
BillSum Dataset
The vast majority of sexual harassment episodes go unreported to a supervisory employee or other individual designated by the employer
group_2
8,254
1977
gender
explicit
BillSum Dataset
they faced overwhelming cultural and gender bias against women in nontraditional roles and overcame multiple injustices and inequities in order to serve their country
group_2
8,255
1977
gender
explicit
BillSum Dataset
through their actions, the WASP eventually were the catalyst for revolutionary reform in the integration of women pilots into the Armed Services
group_2
8,256
2015
gender
explicit
BillSum Dataset
to advocate for the registration and documentation of all girls and boys in developing countries, in order to help prevent exploitation, violence, and other abuses
group_2
8,257
1993
gender
explicit
BillSum Dataset
to assist schools to eliminate sexual harassment and abuse and to develop a safe and healthy learning environment
group_2
8,258
1964
gender
implicit
BillSum Dataset
to authorize the Equal Employment Opportunity Commission to enforce sexual harassment laws with respect to small businesses in the same manner as the Commission currently enforces employment discrimination laws with respect to other businesses
group_2
8,259
1964
gender
explicit
BillSum Dataset
to clarify that breastfeeding and expressing breast milk in the workplace are protected conduct under
group_2
8,260
2007
gender
explicit
BillSum Dataset
to enhance public safety, prevent crime, and deal sensitively with gender-based violence, while strengthening accountability measures to prevent corruption and abuses
group_2
8,261
2015
gender
explicit
BillSum Dataset
to enhance security for schools such that children are safer and girls seeking an education are better protected, and to combat gender-based violence and gender inequality
group_2
8,262
1993
gender
explicit
BillSum Dataset
to enrich the quality of mathematics and science education by encouraging gender-fair training, practices and policies
group_2
8,263
1994
gender
explicit
BillSum Dataset
to establish workplace requirements that will reduce the incidence of sexual harassment in employment
group_2
8,264
1964
gender
explicit
BillSum Dataset
to extend the sexual harassment provisions of current civil rights laws to private sector employers who are not currently covered by Federal law relating to sexual harassment
group_2
8,265
1993
gender
explicit
BillSum Dataset
to improve overall instruction and training in all federally funded education programs by increasing awareness of the need for gender equity in education
group_2
8,266
1994
gender
explicit
BillSum Dataset
to increase the authority and capacity of the Equal Employment Opportunity Commission, and other enforcement agencies, to assist in preventing sexual harassment in employment
group_2
8,267
2002
gender
explicit
BillSum Dataset
to learn how sociocultural factors, such as gender roles and poverty, mediate the effects of interpersonal victimization
group_2
8,268
2006
gender
explicit
BillSum Dataset
to promote education, strengthen legal rights and legal awareness, reduce gender-based violence, and promote skill-building and economic opportunities for girls and young women in regions with a high incidence of child marriage
group_2
8,269
1994
gender
explicit
BillSum Dataset
to provide a low-cost system to assist employers to establish programs and policies to prevent sexual harassment in employment
group_2
8,270
1964
gender
explicit
BillSum Dataset
to provide Federal protection to small business employees from sexual harassment in their workplaces
group_2
8,271
1994
gender
implicit
BillSum Dataset
to raise the awareness of employees of the definition of sexual harassment and of available avenues of redress
group_2
8,272
2006
gender
explicit
BillSum Dataset
to the elimination of sexual harassment in the officer's, employee's, or member's place of work or duty and at installations and other facilities of the Department of Defense
group_2
8,273
2006
gender
explicit
BillSum Dataset
training by the Department regarding incidents of sexual assault and sexual harassment and for such other purposes as the Secretary of Defense considers appropriate
group_2
8,274
2017
gender
explicit
BillSum Dataset
training provided under this section, situational training with respect to the proper method for dealing with passengers who are accused of, and passengers who report, sexual assault or sexual harassment
group_2
8,275
2012
gender
explicit
BillSum Dataset
Trends in bad behavior and reoccurring actions that harm the members of the unit, such as sexual harassment and sexual assault, must be identified earlier through improved performance assessments and better reporting by commanders at all levels
group_2
8,276
2012
gender
implicit
BillSum Dataset
two of the primary reasons why members decide not to report sexual harassment and sexual assault incidents are because they do not think anything will be done about the incident if they report it and they think that reporting the incident will adversely impact their military career
group_2
8,277
2015
gender
explicit
BillSum Dataset
unwelcome conduct of a sexual nature, including unwelcome sexual advances, requests for sexual favors, and other verbal, nonverbal, or physical conduct of a sexual nature
group_2
8,278
2011
gender
explicit
BillSum Dataset
welcome sexual advances, requests for sexual favors, or other verbal or physical conduct of a sexual nature
group_2
8,279
2011
gender
explicit
BillSum Dataset
While Federal statutory protections expressly address discrimination on the basis of race, color, sex, religion, disability, and national origin, Federal civil rights statutes do not expressly include ``sexual orientation'' or ``gender identity
group_2
8,280
2007
gender
explicit
BillSum Dataset
with particular sensitivity to the needs and rights of women and children
group_2
8,281
2010
gender
explicit
BillSum Dataset
women and girls risk rape and gender-based violence during the up to 20 hours per week they spend away from their communities gathering firewood
group_2
8,282
2011
gender
explicit
BillSum Dataset
Women are affected disproportionally by forced evictions and insecure tenure as a result of gender discrimination
group_2
8,283
2016
gender
explicit
BillSum Dataset
women of color particularly face an achievement gap in science and engineering education
group_2
8,284
1981
gender
explicit
BillSum Dataset
women scientists and engineers have higher rates of unemployment and underemployment than their male counterparts, although the number of women receiving degrees in scientific and engineering disciplines has increased
group_2
8,285
1996
gender
explicit
BillSum Dataset
women to a greater extent than men find limited opportunities for advancement, particularly for moving into management positions, and the number of women who have achieved the top levels in corporations is much lower than would be expected, based on the pipeline model
group_2
8,286
1977
gender
implicit
BillSum Dataset
You and more than 900 of your sisters have shown you can fly wingtip to wingtip with your brothers
group_2
8,287
2017
gender
explicit
BillSum Dataset
"reporting incidents of sexual assault and sexual harassment on board aircraft operated in passenger air transportation to air carriers
group_2
8,288
2017
gender
explicit
BillSum Dataset
"for reporting incidents of sexual assault and sexual harassment on board aircraft operated in passenger air transportation in a manner that protects the privacy and confidentiality of individuals subjected to such assault or harassment
group_2
8,289
2009
gender
explicit
BillSum Dataset
enhancing safe and supportive conditions in primary and secondary schools to meet the needs of girls including eliminating sexual harassment and other forms of violence and coercion
group_2
8,290
2009
gender
explicit
BillSum Dataset
creating peer support and female mentoring networks and safe social spaces specifically for girls
group_2
8,291
2009
gender
explicit
BillSum Dataset
ensuring access to health care services and proper nutrition for adolescent girls, which is essential to both their school performance and their economic productivity
group_2
8,292
2006
gender
explicit
BillSum Dataset
for programs to reduce the incidences of child marriage and promote the empowerment of girls and young woman
group_2
8,293
2009
gender
explicit
BillSum Dataset
promotes zero tolerance for violence, and promotes gender equality, which in turn help to increase the perceived value of girls
group_2
8,294
2009
gender
explicit
BillSum Dataset
supporting education, including through community and faith-based organizations and youth programs, that helps remove gender stereotypes and the bias against girls used to justify child marriage
group_2
8,295
2014
gender
implicit
BillSum Dataset
which shall seek to improve the nutritional status of women and children
group_2
8,296
2013
gender
explicit
BillSum Dataset
These harms fall especially heavily on low-income women, women of color, and women living in rural and other medically underserved areas
group_2
8,297
2014
gender
explicit
BillSum Dataset
promote programs that build the capacity of developing countries' national and local legal and policy frameworks to prevent discrimination against girls
group_2
8,298
2014
gender
explicit
BillSum Dataset
to ensure that girls from poor households obtain equitable access to social programs
group_2
8,299
2005
gender
implicit
BillSum Dataset
Too-early childbearing increases the likelihood that a young woman will drop out of high school and that she and her child will live in poverty.
group_2
8,300
2004
gender
explicit
BillSum Dataset
Unequal access to education, income, land, and other productive resources leaves many women and girls dependent on men for income, housing, sustenance and social security
group_2