How to Get Involved in Data Science for Social Good (DSSG)

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Jun 6, 2022
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How to Get Involved in Data Science for Social Good (DSSG)

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Authors: Yuan Yin, Mulugheta T. Solomon

Making impact happen Data driven

Big Data, Machine Learning(ML), Artificial Intelligence(AI)…

As you know, data has changed the world, and it will change the world more. But there might be something that you don’t realize and would like to learn about. That is what we quote from the DataKind website.

“The same algorithms and techniques that companies use to boost profits can be leveraged by mission-driven organizations to improve the world, from battling hunger to advocating for child well-being and more. However, most social change organizations don’t have the budget or staff to take full advantage of this data revolution, and most data scientists don’t realize just how valuable their skills can be.”

This article, inspired by the words above, will introduce you to several communities and programs that are harnessing the great power of data to make the world a better place. And it will go one step further by showing you how to get involved in the field of Data Science for Social Good(DSSG) or Data Science for Social Impact (DSSI). Your interest and skills in data science can bring a social impact that you may not have imagined before.

First, let’s assume a few scenarios that you may be in.

If you are a data scientist, data analyst, data engineer, or machine learning engineer, with more or less experienced, you can engage in DSSG in a variety of ways. For example, you can work as a volunteer in mission-driven organizations, participate in real-world projects or hackathons to resolve social problems, or even contribute through competition.

If you are a job seeker having a passion for supporting NPO, NGOs, or Social Enterprise to make data-driven decisions, you may find some job search platforms that particularly focus on providing social-impact opportunities.

If you are a student or someone without a strong tech background, a DSSG fellowship program or a program with limited prerequisites should be a good fit for you.

If you define yourself as a data enthusiast and want to play with data for social good, or if you would just like to learn more about how data science, machine learning, and AI shape society in a positive way, you will find several interesting websites in this article, which is for your information.

Let’s begin.

Working as a Volunteer for Mission-driven Organizations

DataKind is a digital activism organization that brings together data scientists with social change organizations to maximize social impact. If you sign up to volunteer for DataKind, you need to tell them about the data-related work you’ve done. As presented on DataKind’s website, from data science to coding, from project management to event coordinating, all skills are welcome. Just be sure to show your interest! One thing you need to know is that DataKind is headquartered in New York City, with chapters located in Washington DC, San Francisco, Bengaluru, Singapore, and the United Kingdom; their events or projects are primarily completed in person with local volunteers. But they also have virtual volunteer opportunities, so if you are not located near a chapter location, you can sign up for their newsletter as well. DataKind will reach out to you once they launch an online project and look for volunteers collaborating virtually.

Volunteer Opportunities Provided by DataKind

Volunteer Opportunities Provided by DataKind

Catchafire is another platform where you can volunteer your data-related skills to make a difference. On Catchfire, you can choose to volunteer in various ways ranging from a 1-hour phone call to a 3-month pre-scoped project and work remotely from anywhere. For instance,  a professional with skills in data analysis, digital marketing, and/or information technology, can help Latin American Association track activity on their website to get a clear sense of their visitors, products, and services. By contributing 20-30 hours over 4-6 weeks, you will save the organization up to $6,772, allowing them to put more money into empowering Latinos to adapt, integrate and thrive. For the projects that require an interview, Catchafire will reach out to schedule a two-way conversation between you and the organization.

Volunteer Opportunities Posted on Catchafire

Volunteer Opportunities Posted on Catchafire

Some social impact organizations want voluntary work in a perticific field. Humanitarian OpenStreetMap Team (HOT) is an international team dedicated to humanitarian action and community development through open mapping. They post their volunteer opportunities on the website so that you can know how to help HOT. For example, you can start the volunteer mappers’ role by learning to map very easily online. You also can contact the HOT team by filling out HOT General Interest Form as well as uploading your CV, so they are able to better understand your relevant skills and reach out to you to discuss where you can contribute to HOT’s global operations.

Volunteer Opportunities Posted on HOT

Volunteer Opportunities Posted on HOT

Participating in Real-world projects or Hackathons with Social Impact

Omdena is a platform where a global community collaboratively builds real-world problems by solving social, environmental, and healthcare-related challenges. Omdena launches a new project every week with detailed information about the project goal, problem identification, and requirements. You can apply to any project as a Junior ML Engineer (0-2 years experience), ML Engineer (2-5 years experience), Lead ML Engineer (5+ years experience), Product Manager/Product Leader, or Domain Expert. Similar to DataKind, if you are applying for your first Omdena project, you need to submit your application by answering several questions to show your interest and experience. Each project lasts two months, and you will receive a certificate after completing it. Besides that, Omdena community and Omdena local chapters welcome all the changemakers from the world. You can solve challenges that the local community faces and get learning resources, career support, scholarship, speaking and writing opportunities, and more.

Project Hosted by Omdena

Project Hosted by Omdena

As the home for hackathons, Devpost aims to help tech professionals build products, learn and practice skills, win prizes, and grow networks. For those who are interested in leveraging their Machine Learning or AI skills for social good, simply select Social Good and Machine Learning/AI as your interest tags, along with your level preferences, like Beginner Friendly, or domain preferences, like Education or Fintech. The hackathons listed on Devpost could be held online or in-person, ranging in length from one week to more than one month. 

Hackathon Posted on Devpost

Hackathon Posted on Devpost

Contributing to Social Good by Attending Competition

Kaggle is well-known as an online community offering data scientists with machine learning competitions, some of which are for social good or with social impact. For example, the Inter-American Development Bank asked the Kaggle community for help with income qualifications for some of the world’s poorest families. Kiva, an online crowdfunding platform, invited Kagglers to help them build models for assessing borrower welfare levels and further help them extend financial services to poor and financially excluded people. In addition to launching competitions, Kaggle also works as a public data platform, where you can find Poverty and Equity Database hosted by World Bank, Multidimensional Poverty Measures Database hosted by Oxford Poverty & Human Development Initiative, and more.

Competition Launched on Kaggle

Competition Launched on Kaggle

Compared with Kaggle, another competition platform, DrivenData, particularly focuses on projects connecting data science and social impact. In DrivenData, you can join one or more competitions to build a better world. There is an inspiring article posted on DrivenData website that introduces three ways to make machine learning useful for social impact organizations. Besides, if you have a DataCamp account, you can learn how machine learning competitions work and what methods win a DrivenData competition by attending the course: Case Study: School Budgeting with Machine Learning in Python.

Competitions Launched on DrivenData

Competitions Launched on DrivenData

Looking for a Job in a Social-changing Organization

There are a couple of platforms aiming to build bridges between mission-driven organizations with those who have the passion to develop a social impact career. Idealist is one of these unique platforms, where more than 100k+ opportunities are posted by NPOs, NGOs, or Social Enterprises. Besides job opportunities, you also can find your role as an intern or a volunteer in these organizations, join mutual aid groups to support one another and share resources, attend a grad program, and so forth.

Job Opportunity Posted on Idealist

Job Opportunity Posted on Idealist

Impactpool is a global career platform to gather talents to solve worldwide challenges. On Impactpool website, you may find fittable positions in International Rescue Committee (IRC), United Nations High Commissioner for Refugees (UNHCR), United Nations Development Programme (UNDP), and many more high-impact international organizations. Impactpool also provides a variety of career resources (free) and coaching services (paid).

International Organizations Listed on Impactpool

International Organizations Listed on Impactpool

Job Opportunity Posted on Impactpool

Job Opportunity Posted on Impactpool

In addition to a job board, 80,000HOURS emphasizes in-depth guides to help people compare career paths in terms of impact and make a plan. You can start with their summary article: what makes for a high-impact career? A small tip about filtering job vacancies: because 80,000HOURS focuses on impact areas, not job titles, you may find that it’s not as easy as other general job-seeking platforms to find a data science-related role. So you can try filtering the positions by selecting AI Safety & Policy under the Problem Area or selecting Engineering under the Role Type.

Jobs Posted on 80,000HOURS

Jobs Posted on 80,000HOURS

Attending a Fellowship Program as Student

Data Science for Social Good Fellowship (DSSG) is a full-time, project-based summer program that launched in 2013 at the University of Chicago and has now expanded to multiple locations globally. This program accepts fellow applications from current (or recent) graduate and undergraduate students from quantitative and computational fields. If you are an expert with a strong technical background and several years of industry/government experience, you can apply for the data science mentor role. They also accept the applications as a project manager and a project partner. Notes: The 2022 program will be run at Carnegie Mellon University, US; the application has been closed. You can join their mailing list to get updates. Or if you’re interested in this program but beyond the summer fellows coming to it, this Hitchhiker’s Guide gives you a full view of how the program trains fellows to do data science for social good work.

2022 DSSG Summer Fellowship Program in CMU

2022 DSSG Summer Fellowship Program in CMU

University of Warwick, UK joined the DSSG Fellowship Program in 2019 and organized the DSSGx UK Summer Programme. The program was held online in 2020 and 2021 due to the Covid-19 pandemic but will come back in person in 2022 (The application for 2022 is closed now). Prakhar Rathi, a previous fellow of DSSGx UK Summer Programme, shared his experience and the application process in this article.  You also can check Frequently Asked Questions for further information.

Other Data Science for Social Good Fellowship Program includes but is not limited to: Stanford Data Science for Social Good Summer Research Program, University of Washington Data Science for Social Good Summer Program.

Attending a Program with Limited Prerequisites

If you have no previous experience as a data scientist or machine learning engineer, or if you have left school for many years, but you are passionate enough about leveraging data to tackle social challenges and are willing to learn from scratch, you may start with the MITx MicroMasters Program in Data, Economics, and Development Policy (DEDP). This program involves three core courses and three electives, covering microeconomics, development economics, data analysis, probability, and statistics, and designing and running randomized evaluations. You can audit all the courses for free; you also can upgrade by paying tuition fees and getting credentials if you pass the proctored exam, and furtherly will be able to pursue an accelerated on-campus Master’s degree at MIT if eligible.

MITx MicroMasters Program in DEDP

MITx MicroMasters Program in DEDP

In the case that you want to focus on data analysis, you can take the course of Data Analysis for Social Scientists only. Please note: this course includes two parts–one for probability and statistics and one for data analysis; No prior preparation in probability and statistics is required, but it assumes the learner be familiarity with algebra and calculus; R is used as the programming tool in the class but not required to pass the exam.  

Data Analysis for Social Scientists on MITx Online

Data Analysis for Social Scientists on MITx Online

Learning More about DSSG/DSSI

Want to learn more about how to get involved in Data Science for Social Good (DSSG) or Data Science for Social Impact (DSSI)? Type the keywords in your search engine, or simply check out the following websites.

AI for Good is the leading action-oriented platform, which is organized by the International Telecommunication Union (ITU) in partnership with other United Nations sister agencies. AI for Good hosts all-year-round programmes, launches challenges, builds networks, and does much more.

2022 ITU AI/ML in 5G Challenge

2022 ITU AI/ML in 5G Challenge

Tool + Solution is the unique part of datascienceforsocialgood.org, where you can find an open-source machine learning toolkit, open-source bias audit toolkit, data science project scoping guide, data maturity assessment, etc… All of the resources are related to the aforementioned Data Science for Social Good Fellowship (DSSG)

Open Source Code for DSSG Tools and Projects

Open Source Code for DSSG Tools and Projects

Having Fun

Before you leave here to visit any of the above websites, please move to Gapminder. They are fighting devastating misconceptions and promoting a fact-based worldview, of course, through data, and in a fun way. 

Test Your Worldview on Gapminder

Test Your Worldview on Gapminder

Understand  a Changing World on Gapminder

Understand a Changing World on Gapminder

Summary

Did you forget what appeals to you to read this article? No worries, just recall the words quoted from DataKind:

“The same algorithms and techniques that companies use to boost profits can be leveraged by mission-driven organizations to improve the world, from battling hunger to advocating for child well-being and more. However, most social change organizations don’t have the budget or staff to take full advantage of this data revolution and most data scientists don’t realize just how valuable their skills can be.”

Some of the links referenced in this article:

Tagged: Data ScientistDSSGNGOs

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button_bg_color_gradient_end_position100%
button_bg_enable_imageon
button_bg_parallaxoff
button_bg_parallax_methodon
button_bg_sizecover
button_bg_image_widthauto
button_bg_image_heightauto
button_bg_positioncenter
button_bg_horizontal_offset0
button_bg_vertical_offset0
button_bg_repeatno-repeat
button_bg_blendnormal
button_bg_enable_video_mp4on
button_bg_enable_video_webmon
button_bg_allow_player_pauseoff
button_bg_video_pause_outside_viewporton
button_use_iconon
button_icon_placementright
button_on_hoveron
positioningnone
position_origin_atop_left
position_origin_ftop_left
position_origin_rtop_left
text_orientationleft
widthauto
max_widthnone
module_alignmentleft
min_heightauto
heightauto
max_heightnone
custom_margin_tablet||10px||false|false
custom_margin_phone||10px||false|false
custom_margin_last_editedon|tablet
custom_padding5px||||false|false
filter_hue_rotate0deg
filter_saturate100%
filter_brightness100%
filter_contrast100%
filter_invert0%
filter_sepia0%
filter_opacity100%
filter_blur0px
mix_blend_modenormal
animation_stylenone
animation_directioncenter
animation_duration1000ms
animation_delay0ms
animation_intensity_slide50%
animation_intensity_zoom50%
animation_intensity_flip50%
animation_intensity_fold50%
animation_intensity_roll50%
animation_starting_opacity0%
animation_speed_curveease-in-out
animation_repeatonce
hover_transition_duration300ms
hover_transition_delay0ms
hover_transition_speed_curveease
link_option_url_new_windowoff
sticky_positionnone
sticky_offset_top0px
sticky_offset_bottom0px
sticky_limit_topnone
sticky_limit_bottomnone
sticky_offset_surroundingon
sticky_transitionon
motion_trigger_startmiddle
hover_enabled0
title_css_text_align_tabletcenter
title_css_text_align_phonecenter
title_css_text_align_last_editedon|phone
acf_label_css_text_align_tabletcenter
acf_label_css_text_align_phonecenter
acf_label_css_text_align_last_editedon|phone
label_css_text_align_tabletcenter
label_css_text_align_phonecenter
label_css_text_align_last_editedon|desktop
text_orientation_tabletcenter
text_orientation_phonecenter
text_orientation_last_editedon|phone
module_alignment_tabletcenter
module_alignment_phonecenter
module_alignment_last_editedon|desktop
title_css_text_shadow_stylenone
title_css_text_shadow_horizontal_length0em
title_css_text_shadow_vertical_length0em
title_css_text_shadow_blur_strength0em
title_css_text_shadow_colorrgba(0,0,0,0.4)
acf_label_css_text_shadow_stylenone
acf_label_css_text_shadow_horizontal_length0em
acf_label_css_text_shadow_vertical_length0em
acf_label_css_text_shadow_blur_strength0em
acf_label_css_text_shadow_colorrgba(0,0,0,0.4)
label_css_text_shadow_stylenone
label_css_text_shadow_horizontal_length0em
label_css_text_shadow_vertical_length0em
label_css_text_shadow_blur_strength0em
label_css_text_shadow_colorrgba(0,0,0,0.4)
text_before_css_text_shadow_stylenone
text_before_css_text_shadow_horizontal_length0em
text_before_css_text_shadow_vertical_length0em
text_before_css_text_shadow_blur_strength0em
text_before_css_text_shadow_colorrgba(0,0,0,0.4)
seperator_text_shadow_stylenone
seperator_text_shadow_horizontal_length0em
seperator_text_shadow_vertical_length0em
seperator_text_shadow_blur_strength0em
seperator_text_shadow_colorrgba(0,0,0,0.4)
relational_field_item_text_shadow_stylenone
relational_field_item_text_shadow_horizontal_length0em
relational_field_item_text_shadow_vertical_length0em
relational_field_item_text_shadow_blur_strength0em
relational_field_item_text_shadow_colorrgba(0,0,0,0.4)
button_text_shadow_stylenone
button_text_shadow_horizontal_length0em
button_text_shadow_vertical_length0em
button_text_shadow_blur_strength0em
button_text_shadow_colorrgba(0,0,0,0.4)
box_shadow_stylenone
box_shadow_colorrgba(0,0,0,0.3)
box_shadow_positionouter
box_shadow_style_buttonnone
box_shadow_color_buttonrgba(0,0,0,0.3)
box_shadow_position_buttonouter
text_shadow_stylenone
text_shadow_horizontal_length0em
text_shadow_vertical_length0em
text_shadow_blur_strength0em
text_shadow_colorrgba(0,0,0,0.4)
disabledoff
global_colors_info{}

Omdena

Execution time: 0.0010 seconds

Execution time: 0.0002 seconds

ACF

ID58158
keyfield_6233420dec7d2
labelLinkedin URL
nameblog_linkedin_url
prefixacf
typeurl
valuehttp://www.linkedin.com/company/omdena
menu_order2
parent58155
wrapperArray
_nameblog_linkedin_url
_valid1

Module Settings

custom_identifierLinkedin
acf_namefield_6233420dec7d2
is_author_acf_fieldoff
post_object_acf_namenone
author_field_typeauthor_post
linked_user_acf_namenone
type_taxonomy_acf_namenone
acf_tagspan
show_labeloff
label_seperator:
visibilityon
empty_value_optionhide_module
use_iconon
font_icon||divi||400
icon_color#0d8de2
use_circleoff
circle_color#7EBEC5
use_circle_borderoff
circle_border_color#7EBEC5
use_icon_font_sizeoff
icon_image_placementleft
image_mobile_stackinginitial
return_formaturl
image_link_urloff
image_link_url_acf_namenone
checkbox_stylearray
checkbox_radio_returnlabel
checkbox_radio_value_typeoff
checkbox_radio_linkoff
link_buttonoff
email_subjectnone
email_body_afternone
add_css_classoff
add_css_loop_layoutoff
add_css_class_selectorbody
link_new_tabon
link_name_acfoff
link_name_acf_namenone
url_link_iconon
image_sizefull
true_false_conditionoff
true_false_condition_css_selector.et_pb_button
true_false_text_trueTrue
true_false_text_falseFalse
is_audiooff
is_videooff
video_loopon
video_autoplayon
is_oembed_videooff
defer_videooff
defer_video_iconI||divi||400
video_icon_font_sizeoff
pretify_textoff
pretify_seperator,
number_decimal.
show_value_if_zerooff
text_imageoff
is_options_pageoff
is_repeater_loop_layoutoff
linked_post_stylecustom
link_post_seperator,
link_to_post_objecton
loop_layoutnone
columns4
columns_tablet2
columns_mobile1
repeater_dyn_btn_acfnone
button_alignmentleft
text_before_positionsame_line
label_positionsame_line
vertical_alignmentmiddle
admin_labelLinkedin
module_classlinkedin
_builder_version4.19.5
_module_presetdefault
title_css_text_alignleft
title_css_font_size14px
title_css_letter_spacing0px
title_css_line_height1em
acf_label_css_text_alignleft
acf_label_css_font_size14px
acf_label_css_letter_spacing0px
acf_label_css_line_height1em
label_css_text_alignleft
label_css_letter_spacing0px
text_before_css_font_size14px
text_before_css_letter_spacing0px
text_before_css_line_height1em
seperator_text_alignleft
seperator_font_size14px
seperator_letter_spacing0px
seperator_line_height1em
relational_field_item_text_alignleft
relational_field_item_font_size14px
relational_field_item_letter_spacing0px
relational_field_item_line_height1em
background_enable_coloron
use_background_color_gradientoff
background_color_gradient_repeatoff
background_color_gradient_typelinear
background_color_gradient_direction180deg
background_color_gradient_direction_radialcenter
background_color_gradient_stops#2b87da 0%|#29c4a9 100%
background_color_gradient_unit%
background_color_gradient_overlays_imageoff
background_color_gradient_start#2b87da
background_color_gradient_start_position0%
background_color_gradient_end#29c4a9
background_color_gradient_end_position100%
background_enable_imageon
parallaxoff
parallax_methodon
background_sizecover
background_image_widthauto
background_image_heightauto
background_positioncenter
background_horizontal_offset0
background_vertical_offset0
background_repeatno-repeat
background_blendnormal
background_enable_video_mp4on
background_enable_video_webmon
allow_player_pauseoff
background_video_pause_outside_viewporton
background_enable_pattern_styleoff
background_pattern_stylepolka-dots
background_pattern_colorrgba(0,0,0,0.2)
background_pattern_sizeinitial
background_pattern_widthauto
background_pattern_heightauto
background_pattern_repeat_origintop_left
background_pattern_horizontal_offset0
background_pattern_vertical_offset0
background_pattern_repeatrepeat
background_pattern_blend_modenormal
background_enable_mask_styleoff
background_mask_stylelayer-blob
background_mask_color#ffffff
background_mask_aspect_ratiolandscape
background_mask_sizestretch
background_mask_widthauto
background_mask_heightauto
background_mask_positioncenter
background_mask_horizontal_offset0
background_mask_vertical_offset0
background_mask_blend_modenormal
custom_buttonon
button_text_size14px
button_bg_use_color_gradientoff
button_bg_color_gradient_repeatoff
button_bg_color_gradient_typelinear
button_bg_color_gradient_direction180deg
button_bg_color_gradient_direction_radialcenter
button_bg_color_gradient_stops#2b87da 0%|#29c4a9 100%
button_bg_color_gradient_unit%
button_bg_color_gradient_overlays_imageoff
button_bg_color_gradient_start#2b87da
button_bg_color_gradient_start_position0%
button_bg_color_gradient_end#29c4a9
button_bg_color_gradient_end_position100%
button_bg_enable_imageon
button_bg_parallaxoff
button_bg_parallax_methodon
button_bg_sizecover
button_bg_image_widthauto
button_bg_image_heightauto
button_bg_positioncenter
button_bg_horizontal_offset0
button_bg_vertical_offset0
button_bg_repeatno-repeat
button_bg_blendnormal
button_bg_enable_video_mp4on
button_bg_enable_video_webmon
button_bg_allow_player_pauseoff
button_bg_video_pause_outside_viewporton
button_border_width0px
button_use_iconoff
button_icon_placementright
button_on_hoveron
button_custom_padding0px|0px|0px|0px|true|true
positioningnone
position_origin_atop_left
position_origin_ftop_left
position_origin_rtop_left
text_orientationleft
widthauto
max_widthnone
module_alignmentleft
min_heightauto
heightauto
max_heightnone
custom_margin_tablet||10px||false|false
custom_margin_phone||10px||false|false
custom_margin_last_editedon|tablet
filter_hue_rotate0deg
filter_saturate100%
filter_brightness100%
filter_contrast100%
filter_invert0%
filter_sepia0%
filter_opacity100%
filter_blur0px
mix_blend_modenormal
animation_stylenone
animation_directioncenter
animation_duration1000ms
animation_delay0ms
animation_intensity_slide50%
animation_intensity_zoom50%
animation_intensity_flip50%
animation_intensity_fold50%
animation_intensity_roll50%
animation_starting_opacity0%
animation_speed_curveease-in-out
animation_repeatonce
hover_transition_duration300ms
hover_transition_delay0ms
hover_transition_speed_curveease
link_option_url_new_windowoff
sticky_positionnone
sticky_offset_top0px
sticky_offset_bottom0px
sticky_limit_topnone
sticky_limit_bottomnone
sticky_offset_surroundingon
sticky_transitionon
motion_trigger_startmiddle
hover_enabled0
title_css_text_align_tabletcenter
title_css_text_align_phonecenter
title_css_text_align_last_editedon|phone
acf_label_css_text_align_tabletcenter
acf_label_css_text_align_phonecenter
acf_label_css_text_align_last_editedon|tablet
label_css_text_align_tabletcenter
label_css_text_align_phonecenter
label_css_text_align_last_editedon|desktop
relational_field_item_text_align_tabletcenter
relational_field_item_text_align_phonecenter
relational_field_item_text_align_last_editedon|tablet
text_orientation_tabletcenter
text_orientation_phonecenter
text_orientation_last_editedon|phone
module_alignment_tabletcenter
module_alignment_phonecenter
module_alignment_last_editedon|desktop
custom_css_main_elementdisplay:block;
title_css_text_shadow_stylenone
title_css_text_shadow_horizontal_length0em
title_css_text_shadow_vertical_length0em
title_css_text_shadow_blur_strength0em
title_css_text_shadow_colorrgba(0,0,0,0.4)
acf_label_css_text_shadow_stylenone
acf_label_css_text_shadow_horizontal_length0em
acf_label_css_text_shadow_vertical_length0em
acf_label_css_text_shadow_blur_strength0em
acf_label_css_text_shadow_colorrgba(0,0,0,0.4)
label_css_text_shadow_stylenone
label_css_text_shadow_horizontal_length0em
label_css_text_shadow_vertical_length0em
label_css_text_shadow_blur_strength0em
label_css_text_shadow_colorrgba(0,0,0,0.4)
text_before_css_text_shadow_stylenone
text_before_css_text_shadow_horizontal_length0em
text_before_css_text_shadow_vertical_length0em
text_before_css_text_shadow_blur_strength0em
text_before_css_text_shadow_colorrgba(0,0,0,0.4)
seperator_text_shadow_stylenone
seperator_text_shadow_horizontal_length0em
seperator_text_shadow_vertical_length0em
seperator_text_shadow_blur_strength0em
seperator_text_shadow_colorrgba(0,0,0,0.4)
relational_field_item_text_shadow_stylenone
relational_field_item_text_shadow_horizontal_length0em
relational_field_item_text_shadow_vertical_length0em
relational_field_item_text_shadow_blur_strength0em
relational_field_item_text_shadow_colorrgba(0,0,0,0.4)
button_text_shadow_stylenone
button_text_shadow_horizontal_length0em
button_text_shadow_vertical_length0em
button_text_shadow_blur_strength0em
button_text_shadow_colorrgba(0,0,0,0.4)
box_shadow_stylenone
box_shadow_colorrgba(0,0,0,0.3)
box_shadow_positionouter
box_shadow_style_buttonnone
box_shadow_color_buttonrgba(0,0,0,0.3)
box_shadow_position_buttonouter
text_shadow_stylenone
text_shadow_horizontal_length0em
text_shadow_vertical_length0em
text_shadow_blur_strength0em
text_shadow_colorrgba(0,0,0,0.4)
disabledoff
global_colors_info{}
custom_css_main_element_last_editedon|phone
custom_css_main_element_tabletdisplay:block;
custom_css_main_element_phonedisplay:block;

Execution time: 0.0012 seconds