Skip to main content
 

Emerging Connections

SciGirls Strategies

Using Gender-Equitable Teaching Strategies and STEM Video Narratives to Engage Girls in Nontraditional STEM Fields

Connected Science Learning November 2016-January 2017 (Volume 1, Issue 2)

By Rita Karl, Bradley McLain, and Alicia Santiago

SciGirls Strategies

SciGirls Strategies aims to increase the number of high school girls recruited to and retained in nontraditional, technical STEM pathways. The program provides career and technical education teachers with professional development focused on gender-equitable teaching strategies and role modeling.

 

SciGirls Strategies is a National Science Foundation–funded project led by Twin Cities PBS (TPT) in partnership with St. Catherine University, the National Girls Collaborative, and XSci (The Experiential Science Education Research Collaborative) at the University of Colorado Boulder’s Center for STEM Learning. This three-year initiative aims to increase the number of high school girls recruited to and retained in fields where females are traditionally underrepresented: technical science, engineering, technology, and math (STEM) pathways. We seek to accomplish this goal by providing career and technical education (CTE) teachers with professional development focused on gender-equitable teaching strategies and role modeling.

In the United States, women remain significantly underrepresented in the STEM workforce, particularly in CTE fields such as engineering, manufacturing, and computer science. In 2012, in Minnesota’s Twin Cities metropolitan region, only 1.1% of postsecondary degrees were awarded to women in technology and engineering fields, and none in manufacturing and trade. Although CTE is widely available across Minnesota (in middle and high schools, career centers, community and technical colleges, and other postsecondary institutions), young women make up fewer than one in four students in CTE programs, fewer than one in six students in manufacturing and construction-related CTE programs, and fewer than one in 10 students in transportation and logistics CTE programs (Mueller 2014). CTE can give women the knowledge and skills required to enter higher-paying “nontraditional” occupations for women, which are legally defined as those in which less than 25% of the workforce are women (DOL 2008). These include occupations such as computer science; mechanical, electrical, and materials engineering; automotive repair; architecture; construction; manufacturing; aviation; and firefighting, among others. To encourage more girls and minorities to pursue STEM careers, the Minnesota Department of Education recommends connecting course work to students’ lives, improving teaching through professional development, and providing students with internships, mentoring, and hands-on training in CTE-related STEM jobs. This echoes the Perkins Act, which aims to increase the quality of technical education and recommends that states collaborate with industry to enable CTE faculty to consistently refresh their industry knowledge and instructional practices, including gender equity.

SciGirls Strategies’ activities include:

  1. developing and delivering a professional development short course for CTE educators on gender equitable strategies,
  2. delivering and evaluating role model training for female STEM professionals,
  3. creating and disseminating role model videos featuring diverse female STEM professionals, and
  4. completing a research study that investigates how using gender-equitable strategies and female role models impacts girls’ STEM identity.

SciGirls Strategies is based on SciGirls, a PBS media educational program anchored by two decades of research about what engages girls in STEM learning and careers. SciGirls’ gender-equitable strategies have encouraged girls’ authentic collaboration, self-reflection, and STEM participation, and they have been proven to increase girls’ interest in STEM and improve their attitudes toward these fields (Flagg 2012, 2016; Knight-Williams 2008, 2014).

SciGirls Strategies is designed to address barriers that prevent many girls from fully participating in technical STEM career tracks. These barriers include limited exposure to female role models, stereotypes about girls’ lack of STEM ability and interest, commonly held misperceptions about STEM fields being “unfeminine”; low STEM self-esteem, and a lack of knowledge about or misunderstanding of STEM fields. Additionally, SciGirls Strategies uses digital narratives and media-making to help faculty explore and employ gender-equitable instructional strategies and help girls develop positive STEM identities.

With the overall goal of retaining more girls and women in nontraditional CTE-STEM pathways, our theory of action contends that if educators use more gender-equitable strategies and resources, more girls will be recruited and retained in technical STEM studies and careers. We are exploring the impact of providing students with a gender-equitable STEM classroom in three ways:

  1. preparing educators to employ gender-equitable teaching strategies;
  2. exposing girls to female STEM role models; and
  3. considering outcomes that reach beyond students’ scores and academic performance to include STEM-related attitudes, beliefs, personal relevance, meaning-making, and sense of self.

Behind this theory resides the question of whether this integrated approach can help girls generate more positive STEM-related identities, and ultimately pursue STEM studies and careers.

Enhancing Teaching Practices: Course Content and Year 1 Evaluative Data

During year 1 of SciGirls Strategies, TPT developed and piloted the course with eight educators from three Twin Cities–area schools. Over the next two years, we will engage an additional 48 educators, reaching more than 400 girls. Educators participate in a hybrid (face-to-face and online) course on gender-equitable teaching strategies. The course is comprised of six three-hour sessions of professional development, plus one hour per week of online reflection.

Course participants learn the “SciGirls Seven,” a set of research-based strategies that encourage the use of collaborative, meaningful, creative, and open-ended activities; promote a growth mindset and critical thinking; and emphasize the use of female STEM role models (TPT 2013). Each strategy aligns with general practices in technology and engineering fields. CTE educators can find close alignment between the skills required for STEM career success and the SciGirls Seven strategies (Table 1).

Table 1. SciGirls Seven: How to Engage Girls in STEM (TPT 2013)

 SciGirls SevenCTE Alignment
1Girls benefit from collaboration, especially when they can participate and communicate fairly. Girls thrive when they work together to make STEM an intentionally social experience.Modern CTE professions are increasingly collaborative and require strong interpersonal skills.
2Girls are motivated by projects they find personally relevant and meaningful. Girls become motivated when they feel their task is important and can make a difference. If girls see how STEM is relevant to their own lives, their attraction to these subjects is likely to increase.CTE offers students the opportunity to apply technology to meaningful, real-world problems.
3Girls enjoy hands-on, open-ended projects and investigations. Educators can encourage and promote exploration, imagination, and invention by encouraging girls to ask questions and find their own paths for investigation.CTE includes industrial arts, engineering, trades, and other vocations that require creativity.
4Girls are motivated when they can approach projects in their own way, applying their creativity, unique talents, and preferred learning styles. Girls should take ownership of every step of the scientific and engineering process, including designing their own investigations, collecting data, and communicating their findings and results.CTE offers multiple pathways for girls to apply STEM, capitalizing on their individual strengths and abilities.
5Girls' confidence and performance improves in response to specific, positive feedback on things they can control—such as effort, strategies, and behaviors. Self-confidence can make or break girls’ interest in STEM. Adults can foster girls’ efforts by encouraging their problem-solving strategies; allowing them to struggle or fail, and emphasizing that their skills can be improved through practice.CTE emphasizes the importance of failure, struggle, the use of positive feedback, and repeated practice, ultimately fostering the growth mindset.
6Girls gain confidence and trust in their own reasoning when encouraged to think critically. Educators should cultivate an environment that encourages creative thinking, questioning, trial and error, and authentic, personal discoveries.CTE provides myriad problem-solving opportunities and multiple ways to translate an idea into a tangible accomplishment.
7Girls benefit from relationships with role models and mentors. Seeing women who have succeeded in STEM helps inspire and motivate girls, especially when they can relate to these role models as people with lives outside of work. By hosting worksite field trips or visiting classrooms, role models tangibly demonstrate how girls can explore—and succeed in—STEM.The best CTE programs provide mentoring opportunities for students to engage with trade professionals, engineers, and industry-based scientists, reinforcing STEM career possibilities.

The course underscores the importance of role models, student-focused instruction, cultural awareness, and relevant learning experiences, and it provides strategies that promote creativity and critical thinking, a growth mindset, and respectful communication (Table 2). Upon course completion, participants are expected to integrate the strategies into their teaching and counseling practices throughout the following semester.

The course format consists of direct instruction, small-group discussions, reflection, and activities. Course content includes gender equity and cultural competency resources; opportunities for participants to discuss, view, and create video reflections on the use of strategies; short-form videos showing ethnically diverse female STEM role models; and autobiographical videos created by girls describing their STEM experiences.

During year 1, evaluative data was collected via observations, surveys, and interviews. Educators reported that the course impacted their perceptions of what girls need for CTE/STEM classroom success. Participants reported increased and specific use of the SciGirls Seven strategies, confirmed by post-training classroom observations. Educators also reported observing changes in their female students’ behavior, including increased classroom participation and confidence. Year 1 provided valuable insight into educators’ needs, which will help the project team improve and refine content and course delivery.

Table 2. Hybrid Professional Development Course on Gender-Equitable Teaching Strategies

Gender-Equitable Teaching Strategies Course Overview

Each module represents one in-person, three-hour session, plus one hour of online interaction.

ModuleObjectivesAssignments/Online Discussion Board
1. Role Models1. Discuss the importance of role models in engaging and maintaining girls’ interest in STEM

2. Explore the use of role models in classrooms through mentoring opportunities

3. Explore the use of digital videos featuring women for instruction, assessment, and self-reflection
1. Explore the FabFems database for accessing project role models

2. Discussion board: Women as role models in CTE and STEM classes

3. Reflect on your implementation of the use of role models
2. Student-Focused Instruction1. Create a plan to maximize student-centered learning and increase the time spent facilitating (versus directing) new learning

2. Practice specific strategies designed to engage all students and create an environment where students are responsible for their own learning

3. Share observed results and outcomes online with colleagues
1. Read selected resources and reflect on them

2. Discussion Board:
Student-centered instruction: Gather data on the extent to which your instruction is student-centered and plan for improvements
Plan, try, reflect: Using one of the models shared in the session, try one new strategy and share the outcomes

3. Preparation for growth mindset: Choose a resource to listen to, watch, or read
3. Thoughtful, Respectful Communication and Promoting a Growth Mindset1. Discuss providing feedback in ways that encourage persistence and provide students with further opportunities to improve on their learning outcomes

2. Plan to implement at least one new strategy that fosters effective student communication, and analyze learning results accomplished (or problems encountered) with colleagues
1. Redesign a lesson plan to increase student creativity. Post the lesson plan.

2. Discussion board: Reflect on applications of growth mindset in your setting; consider your strength areas in facilitating thoughtful, respectful conversations; and discuss how you can encourage more peer-to-peer conversations
4. Promoting Student CreativityDesign a new lesson or an advisory strategy that will inspire students’ creativity and motivation.
Share examples of classroom project strategies that focus on creativity and personal motivation and share student feedback with colleagues online.
1. Apply new strategies for creativity in your setting

2. Discussion board: Share a new lesson or strategy to inspire your students’ creativity and motivation. Give an example of other ways you use creativity to motivate students. Use a digital storytelling tool for your own communication needs this week. Share your experience learning/using the tool.
5. Critical Thinking1. Discuss, compare, and employ models to increase students’ critical thinking capacities to increase achievement levels

2. Share online with colleagues student feedback about a lesson that develops critical thinking and reasoning skills

3. Using evidence to support the importance of gender equity in CTE/STEM fields by creating a public service announcement or product
1. TED talk: “The Danger of the Single Story”

2. Employ two strategies to increase student intellectual engagement and increase critical thinking, and share with colleagues online
6. Cultural Awareness and Relevant Learning Experiences1. Discuss implementation of one new strategy for successfully engaging diverse students, with the goal of making the information and overall learning/advisory experience more personally relevant for all

2. Gather input from female students on the extent to which the girls can see a connection between the content they are learning and CTE/STEM postsecondary opportunities they are considering that connect to their own interests
1. Reflect on how to enhance your practices for inspiring young women to consider postsecondary options in traditionally male CTE/STEM fields

2. Assume the role of an anthropologist and deconstruct the cultural norms of a student from a nondominant demographic. What would learning look like if s/he created the norms?

3. Gather data from students about the extent to which they see CTE/STEM in their postsecondary futures based on their interests

Credit: ©TPT

 

Digital Media Narratives: Educator-Created Videos and Role Model Videos

SciGirls Strategies’ multiple digital narrative resources include: educator-created videos that portray teachers discussing STEM and gender equity and student-created videos, in which girls share autobiographical stories about their STEM experiences. Role model videos feature female professionals in nontraditional STEM fields discussing their work and lives.

 

The following two educator-created samples help our evaluators and researchers explore how girls create meaning around STEM. They were intended for use with students, or as a way for educators to reflect upon gender equity.

  • Bonnie Larson: “I created a video to attract girls to engineering. I specifically chose engineering since it is the least-represented by women in the STEM fields.

  • Lauris Grundmanis: “I ‘interviewed’ my mother, who was one of three women in a class of 100 admitted to the University of Minnesota Dental School in 1950.”

The 12 role model videos portray ethnically diverse women in nontraditional technical fields describing their career trajectories and lives. The women represent many diverse and underrepresented professions including firefighter, pilot, welder, carpenter, architectural estimator, technology manager, software engineer, web developer, bicycle engineer, biomedical engineer, product engineer, and traffic engineer. The videos’ appealing storylines help girls invest in and relate to the characters. Provided on a flash drive for ease of use, the videos help faculty spark discussion about CTE/STEM professions.

 

Role Model Training of Female CTE Professionals

SciGirls Strategies is investigating the extent to which exposure to female STEM role models, a widely accepted best practice for STEM engagement, impacts girls’ CTE studies or career paths. To this end, 25 CTE-related industry role models from technical fields, such as technology, engineering, and the trades, attended a web-based training based on two SciGirls publications: SciGirls Seven: How to Engage Girls in STEM and SciGirls Role Model Strategies: Encouraging Girls to Consider STEM Careers. The women represented nontraditionally female professions in engineering, technology, manufacturing, and trade (e.g., auto mechanic, aviation instructor, software engineer, web developer, process engineer, machine design engineer, safety engineer, apprentice plumber, crane operator). The training was highly rated, with participants reporting increased skill in relating to students, sparking girls’ STEM interest, and articulating their educational and career paths. Post-training, a Role Model Meet & Greet evening was held with all role models and educators. Participants watched role model videos and networked with each other. Role models were encouraged to host workplace visits (field trips), visit schools, and offer mentoring opportunities to educators participating in SciGirls Strategies.

STEM Identity Research Study: Student-Created Videos to Examine STEM Identity Construction

SciGirls Strategies’ research examines girls’ experiences with equitable strategies embedded into classroom teaching and explores how these experiences contribute to their STEM-related identity construction. STEM identity is defined as the degree to which a person integrates STEM into his or her sense of self. It can be represented as a continuum from a negative STEM identity, characterized as STEM disinterest, avoidance, or even phobia, to a positive STEM identity, characterized as STEM interest, affiliation, and ownership (McLain 2012). Our research questions are:

  1. How does the experience of participating in all of the SciGirls Strategies project components impact girls’ STEM identity construction?
  2. What are the impacts of the project’s individual components: classroom instruction, role model activities and videos, and autobiographical story sharing?
  3. What modifications to the STEM identity framework are indicated by the findings?

The study employs short-form autobiographical videos, journals, and interviews as part of a case-study approach that illuminates selected girls’ experiences. Video production combined with other research methods enable the researcher to explore how girls connect STEM learning to their lives.

Research points to STEM identity formation as playing a major role in STEM literacy and continued STEM interest and persistence, particularly for minorities (Carlone and Johnson 2007; Tan et al. 2013). Identity development is a powerful strategy to address the STEM barriers facing young girls because it integrates self-concept, sense of agency, importance of role models, attitudes, personal relevance, motivation, and ultimately choices, behaviors, and persistence.

The 12 role model videos portray ethnically diverse women in nontraditional technical fields describing their career trajectories and lives. The women represent many diverse and underrepresented professions including firefighter, pilot, welder, carpenter, architectural estimator, technology manager, software engineer, web developer, bicycle engineer, biomedical engineer, product engineer, and traffic engineer. The videos’ appealing storylines help girls invest in and relate to the characters. Provided on a flash drive for ease of use, the videos help faculty spark discussion about CTE/STEM professions.

Role Model Training of Female CTE Professionals

SciGirls Strategies is investigating the extent to which exposure to female STEM role models, a widely accepted best practice for STEM engagement, impacts girls’ CTE studies or career paths. To this end, 25 CTE-related industry role models from technical fields, such as technology, engineering, and the trades, attended a web-based training based on two SciGirls publications: SciGirls Seven: How to Engage Girls in STEM and SciGirls Role Model Strategies: Encouraging Girls to Consider STEM Careers. The women represented nontraditionally female professions in engineering, technology, manufacturing, and trade (e.g., auto mechanic, aviation instructor, software engineer, web developer, process engineer, machine design engineer, safety engineer, apprentice plumber, crane operator). The training was highly rated, with participants reporting increased skill in relating to students, sparking girls’ STEM interest, and articulating their educational and career paths. Post-training, a Role Model Meet & Greet evening was held with all role models and educators. Participants watched role model videos and networked with each other. Role models were encouraged to host workplace visits (field trips), visit schools, and offer mentoring opportunities to educators participating in SciGirls Strategies.

STEM Identity Research Study: Student-Created Videos to Examine STEM Identity Construction

SciGirls Strategies’ research examines girls’ experiences with equitable strategies embedded into classroom teaching and explores how these experiences contribute to their STEM-related identity construction. STEM identity is defined as the degree to which a person integrates STEM into his or her sense of self. It can be represented as a continuum from a negative STEM identity, characterized as STEM disinterest, avoidance, or even phobia, to a positive STEM identity, characterized as STEM interest, affiliation, and ownership (McLain 2012). Our research questions are:

  1. How does the experience of participating in all of the SciGirls Strategies project components impact girls’ STEM identity construction?
  2. What are the impacts of the project’s individual components: classroom instruction, role model activities and videos, and autobiographical story sharing?
  3. What modifications to the STEM identity framework are indicated by the findings?

The study employs short-form autobiographical videos, journals, and interviews as part of a case-study approach that illuminates selected girls’ experiences. Video production combined with other research methods enable the researcher to explore how girls connect STEM learning to their lives.

Research points to STEM identity formation as playing a major role in STEM literacy and continued STEM interest and persistence, particularly for minorities (Carlone and Johnson 2007; Tan et al. 2013). Identity development is a powerful strategy to address the STEM barriers facing young girls because it integrates self-concept, sense of agency, importance of role models, attitudes, personal relevance, motivation, and ultimately choices, behaviors, and persistence.

Figure 1

Science/STEM Identity Construction Zones and Outcomes

Save

Save

 

Our research focus is on the girls in the study (shown in the center of Figure 1) and their relation to the SciGirls Strategies project deliverables. The model articulates different areas of personal growth and learning (cognitive and noncognitive) as science identity construction zones (CZ, in orange in Figure 1). These are:

  • agency (or belief in one’s capabilities),
  • content confidence (with the STEM content in the project),
  • emotional connection, and
  • personal relevance.

These zones are based on prior research demonstrating their importance in leading to outcomes considered indicators of positive science identity.

Behavioral outcomes based on the cognitive and noncognitive construction zones are shown around the periphery. They include:

  • STEM-related capacity,
  • science concept,
  • STEM-related attitudes and self-efficacy, and
  • future STEM-related choices.

Operationally, our research will determine whether SciGirls Strategies impacts these zones and outcomes for participating girls. Our research also examines the impacts of teachers and role models. This framework, and its refinement throughout this study, will serve to further reveal and clarify the processes and markers of STEM-related identity development for girls.

The girls’ videos highlight their in- and out-of-school lives, providing the researcher with rich data to examine STEM identity construction (see Figure 1). Girls receive simple guidelines:

  1. You have to make it.
  2. It has to be about you—what you think and feel and your experiences and reactions.
  3. It should include experiences in STEM, but need not be limited to STEM only.

Girls lead the project, shooting their own video, editing, choosing music, adding narration (or not), and sharing it. Students deliver two versions, one for sharing and a second containing a director’s commentary. This commentary is an open-ended self-interview recorded as they watch their videos. Participants are directed to provide “behind-the-scenes” information using prompts about their creative intentions, technical decisions, side stories, and other information that may be relevant for understanding their narrative processes. Researchers then analyze these videos using visual and verbal-linguistic coding, director’s commentary analysis, scene-by-scene plot mapping, narrative typing to characterize the stories, and member checking (a form of data triangulation in which researchers present preliminary findings to participants for collaborative analysis and interpretation; the intent is to both verify and refine the researchers’ own interpretation or to correct it if needed). Finally, video analysis is synthesized with the other data sources.

Aside from being an effective data collection method, participant-created videos are powerful tools for enhancing the depth and meaning of a learning experience. These videos have been shown to elicit a high level of student motivation, creativity, and enjoyment, resulting in authentic engagement and learning. Furman and Calabrese Barton (2006) note that student-created videos about science give students a voice that helps them gain a sense of their own abilities and develop their science identity (Adams et al. 2014; Hartnett, Malzahn, and Goldsmith 2014). O’Neill (2005; 2010) notes that student participation in an informal science video project helped students cultivate a sense of ownership and motivated them to learn science.

Student-Created Videos: Year 1 Video Production

Bradley McLain provided initial technical and video storytelling instruction to case study participants, followed by two months of weekly project support. Due to academic demands and extracurricular activities, several girls dropped out after training, resulting in only two (rather than four) student-created videos being submitted. One girl’s video and director’s cut is shown below.

Consistent with other projects using this strategy, the girls reported that creating their videos deepened their reflection on their learning and how they have (or have not) integrated STEM into their lives and sense of self. Although much too small of a sample to make any recommendations for use by others, this feedback echoes prior research indicating the value of this approach for instructional practice.

Preliminary analysis indicates:

  • the importance of peer groups and social interactions in the learning environment,
  • a strong emotional connection to their learning experiences,
  • an integration of in-school and out-of-school experiences is important to STEM identity construction, and
  • the importance of clear structure and support around video production.

An absence of role model use in the videos is significant. Educators were not required to use a specific number of role models, so due to time restraints, case study educators did not fully employ them. Because we do not provide a “curriculum,” fidelity of implementation is challenging. This is a common issue in efforts to bridge informal methodologies in formal educational practices.

Lessons Learned and Looking Ahead

Year 1 illuminated much about how informal educational programming such as SciGirls can be leveraged into a formal classroom environment.

In Year 2, we plan to:

  • Increase the number of participating educators and girls in the initial case study pool.
  • In particular, increase the sample size of case study girls. As is common in case study research, the initial number of participants is small to permit a “deep dive.” The research plan includes up to four cases to be included in each project year. Together with survey and observation results from non–case study girls and teachers, we hope to formulate an accurate description of the project’s impact and learn which components were more personally relevant in terms of STEM identity construction.
  • Provide more incentives for case study participants.
  • Continue supporting use of role models. We are excited to report that four Year 1 educators are interested in integrating STEM role models into their classrooms during this academic year. One way we are supporting the use of role models is by ensuring that case study educators have specific contractual plans and support for including role models or role model videos in their instruction.
  • Encourage educators to use reflective video production with all students, not just case study participants.
  • Increase direct parental communication, providing email, text, and phone messages to increase parents’ understanding and support.
  • Create milestones and incentives to improve student-created video production. Beginning earlier and providing a well-timed deadline structure will foster steadier progress.

Participant-created video projects are rapidly becoming part of today’s classrooms (and alternative learning spaces), as they can enhance youths’ motivation, multimodal literacy, problem-solving skills, and content knowledge. Overall, producing videos was a positive experience for girls and allowed them to explore their STEM identities in school and outside school, in meaningful ways.

 

Rita Karl (rkarl@tpt.org) is managing director of STEM media and education and executive producer of SciGirls at Twin Cities Public Television in St. Paul, Minnesota. Bradley McLain (Bradley.mclain@colorado.edu) is codirector at the Experiential Science Education Research Collaborative (XSci) at the University of Colorado Boulder in Boulder, Colorado. Alicia Santiago (santiago554@gmail.com) is cultural diversity consultant for Twin Cities Public Television.

Save

Save

References

Adams, A., E. Hartnett, G. Clough, A. Grand, and R. Goldsmith. 2014. Artistic participatory video-making for science engagement. Milton Keynes, UK: The Open University.

Carlone, H.B., and A. Johnson. 2007. Understanding the science experiences of successful women of color: Science identity as an analytic lens. Journal of Research in Science Teaching 44 (8): 1187–218.

Flagg, B. 2012. Summative evaluation of SciGirls television series season two. http://tpt.org/science/evaluations.

Flagg, B.N. 2016. Contribution of multimedia to girls’ experience of citizen science. Citizen Science: Theory and Practice 1 (2): 11. http://doi.org/10.5334/cstp.51.

Furman, M., and A. Calabrese Barton. 2006. Capturing urban student voices in the creation of a science mini-documentary. Journal of Research in Science Teaching 43 (7): 667–94.

Hartnett, E.J., N. Malzahn, and R. Goldsmith. 2014. Video performances juxtaposing STEM with creativity. In Open Learning and Teaching in Educational Communities, ed. C. Rensing, S. de Freitas, T. Ley, and P.J. Munoz-Merino, 570–71. The Netherlands: Springer International Publishing.

Knight-Williams, V. 2008. SciGirls outreach program summative evaluation. Sacramento, CA: Knight-Williams Research Communications. http://tpt.org/science/evaluations.

Knight-Williams, V. 2014. SciGirls season two outreach program summative evaluation. Sacramento, CA: Knight-Williams Research Communications. http://tpt.org/science/evaluations.

McLain, B. 2012. Science identity construction through extraordinary professional development experiences. PhD diss., University of Colorado Denver.

Mueller, D. 2014. STEM in Minnesota: Education and workforce disparities, summary of race, income and gender disparities. St. Paul, MN: Wilder Research. www.mncompass.org/education/library?libItemID=1248.

O’Neill, T. B. 2010. Fostering spaces of student ownership in middle school science. Equity and Excellence in Education. 43 (1): 6–20.

O’Neill, T. 2005. Uncovering student ownership in science learning: The making of a student created mini‐documentary. School Science and Mathematics 105 (6): 292–301.

Tan, E., A. Calabrese Barton, H. Kang, and T. O’Neill. 2013. Desiring a career in STEM-related fields: How middle school girls articulate and negotiate identities-in-practice in science. Journal of Research in Science Teaching 50 (10): 1143–79.

Twin Cities Public Television (TPT). 2013. SciGirls seven: How to engage girls in STEM. www.scigirlsconnect.org/page/scigirls-seven.

U.S. Department of Labor (DOL). 2008. Quick facts on non-traditional occupations for women. www.dol.gov/wb/factsheets/nontra2008.htm.

Informal Education

Asset 2