{"id":15624,"date":"2024-02-13T12:29:13","date_gmt":"2024-02-13T20:29:13","guid":{"rendered":"https:\/\/imprint.li\/ritsandcompany\/?page_id=15624"},"modified":"2025-01-15T14:16:06","modified_gmt":"2025-01-15T22:16:06","slug":"qual-quant-research","status":"publish","type":"page","link":"https:\/\/ritsandcompany.com\/index.php\/qual-quant-research\/","title":{"rendered":"Qual &#038; Quant Research"},"content":{"rendered":"<p>[fusion_builder_container type=&#8221;flex&#8221; hundred_percent=&#8221;no&#8221; hundred_percent_height=&#8221;no&#8221; min_height_medium=&#8221;&#8221; min_height_small=&#8221;&#8221; min_height=&#8221;&#8221; hundred_percent_height_scroll=&#8221;no&#8221; align_content=&#8221;stretch&#8221; flex_align_items=&#8221;flex-start&#8221; flex_justify_content=&#8221;flex-start&#8221; flex_wrap_medium=&#8221;&#8221; flex_wrap_small=&#8221;&#8221; flex_wrap=&#8221;wrap&#8221; flex_column_spacing=&#8221;&#8221; hundred_percent_height_center_content=&#8221;yes&#8221; equal_height_columns=&#8221;no&#8221; 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scroll_motion_devices=&#8221;small-visibility,medium-visibility,large-visibility&#8221; animation_type=&#8221;fade&#8221; animation_direction=&#8221;up&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;1.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;top-into-view&#8221; last=&#8221;false&#8221; border_position=&#8221;all&#8221; first=&#8221;false&#8221;][fusion_title title_type=&#8221;text&#8221; marquee_direction=&#8221;left&#8221; marquee_speed=&#8221;15000&#8243; rotation_effect=&#8221;bounceIn&#8221; display_time=&#8221;1200&#8243; highlight_effect=&#8221;strikethrough&#8221; loop_animation=&#8221;off&#8221; highlight_width=&#8221;20&#8243; highlight_top_margin=&#8221;0&#8243; before_text=&#8221;My product research process includes&#8221; rotation_text=&#8221;&#8221; highlight_text=&#8221;generative and evaluative methodology&#8221; after_text=&#8221;to ensure we\u2019re building the right product, for the right customer, in the right way.&#8221; title_link=&#8221;off&#8221; 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highlight_color=&#8221;rgba(83,7,247,0.32)&#8221; style_type=&#8221;none&#8221; sep_color=&#8221;&#8221; link_color=&#8221;&#8221; link_hover_color=&#8221;&#8221; animation_type=&#8221;slide&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;2.0&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;top-into-view&#8221;]<\/p>\n<p>My product research process includes [fusion_highlight background=&#8221;yes&#8221; background_style=&#8221;full&#8221; class=&#8221;&#8221; id=&#8221;&#8221; color=&#8221;#9366ff&#8221; text_color=&#8221;#ffffff&#8221; rounded=&#8221;yes&#8221; gradient_font=&#8221;no&#8221; gradient_start_color=&#8221;&#8221; gradient_end_color=&#8221;&#8221; gradient_start_position=&#8221;0&#8243; gradient_end_position=&#8221;100&#8243; gradient_type=&#8221;linear&#8221; radial_direction=&#8221;center center&#8221; linear_angle=&#8221;180&#8243;]generative and evaluative methodology[\/fusion_highlight] to ensure we&#8217;re building the right product, for the right customer, in the right way.<\/p>\n<p>[\/fusion_title][\/fusion_builder_column][fusion_builder_column type=&#8221;1_5&#8243; 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font_size=&#8221;1.75em&#8221; line_height=&#8221;var(&#8211;awb-typography1-line-height)&#8221; letter_spacing=&#8221;var(&#8211;awb-typography1-letter-spacing)&#8221; text_transform=&#8221;var(&#8211;awb-typography1-text-transform)&#8221; text_color=&#8221;var(&#8211;awb-color8)&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; animated_text_color=&#8221;&#8221; text_shadow=&#8221;no&#8221; text_shadow_vertical=&#8221;&#8221; text_shadow_horizontal=&#8221;&#8221; text_shadow_blur=&#8221;0&#8243; text_shadow_color=&#8221;&#8221; text_stroke=&#8221;no&#8221; text_stroke_size=&#8221;1&#8243; text_stroke_color=&#8221;&#8221; text_overflow=&#8221;none&#8221; margin_top_medium=&#8221;&#8221; margin_right_medium=&#8221;&#8221; margin_bottom_medium=&#8221;&#8221; margin_left_medium=&#8221;&#8221; margin_top_small=&#8221;&#8221; margin_right_small=&#8221;&#8221; margin_bottom_small=&#8221;&#8221; margin_left_small=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221; margin_top_mobile=&#8221;&#8221; margin_bottom_mobile=&#8221;&#8221; gradient_font=&#8221;no&#8221; gradient_start_color=&#8221;&#8221; gradient_end_color=&#8221;&#8221; gradient_start_position=&#8221;0&#8243; gradient_end_position=&#8221;100&#8243; gradient_type=&#8221;linear&#8221; radial_direction=&#8221;center center&#8221; linear_angle=&#8221;180&#8243; highlight_color=&#8221;&#8221; style_type=&#8221;none&#8221; sep_color=&#8221;&#8221; link_color=&#8221;&#8221; link_hover_color=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<p>Find the White Space<\/p>\n<p>[\/fusion_title][fusion_text columns=&#8221;&#8221; column_min_width=&#8221;&#8221; column_spacing=&#8221;&#8221; rule_style=&#8221;&#8221; rule_size=&#8221;&#8221; rule_color=&#8221;&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; content_alignment_medium=&#8221;&#8221; content_alignment_small=&#8221;&#8221; content_alignment=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221; fusion_font_family_text_font=&#8221;Arial, Helvetica, sans-serif&#8221; fusion_font_variant_text_font=&#8221;700&#8243; font_size=&#8221;1em&#8221; line_height=&#8221;var(&#8211;awb-typography4-line-height)&#8221; letter_spacing=&#8221;var(&#8211;awb-typography4-letter-spacing)&#8221; text_transform=&#8221;var(&#8211;awb-typography4-text-transform)&#8221; text_color=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221; logics=&#8221;&#8221;]<\/p>\n<div class=\"flex-shrink-0 flex flex-col relative items-end\">\n<div>\n<div class=\"pt-0.5\">\n<div class=\"gizmo-shadow-stroke flex h-6 w-6 items-center justify-center overflow-hidden rounded-full\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"relative flex w-full flex-col agent-turn\">\n<div class=\"flex-col gap-1 md:gap-3\">\n<div class=\"flex flex-grow flex-col max-w-full\">\n<div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"d3cede16-f132-40f2-992f-4642c8fbbcc8\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<p>Analyze the competitive landscape to identify areas where you can outperform competitors. Find under-served product areas to leverage.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>[\/fusion_text][fusion_separator style_type=&#8221;single solid&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; flex_grow=&#8221;0&#8243; top_margin=&#8221;1em&#8221; bottom_margin=&#8221;1em&#8221; width=&#8221;&#8221; height=&#8221;20&#8243; alignment=&#8221;center&#8221; border_size=&#8221;&#8221; weight=&#8221;&#8221; amount=&#8221;&#8221; sep_color=&#8221;var(&#8211;awb-color8)&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; icon=&#8221;&#8221; icon_size=&#8221;&#8221; icon_color=&#8221;&#8221; icon_circle=&#8221;&#8221; icon_circle_color=&#8221;&#8221; \/][fusion_title title_type=&#8221;text&#8221; marquee_direction=&#8221;left&#8221; marquee_speed=&#8221;15000&#8243; rotation_effect=&#8221;bounceIn&#8221; display_time=&#8221;1200&#8243; highlight_effect=&#8221;circle&#8221; loop_animation=&#8221;off&#8221; highlight_width=&#8221;9&#8243; highlight_top_margin=&#8221;0&#8243; before_text=&#8221;&#8221; rotation_text=&#8221;&#8221; highlight_text=&#8221;&#8221; after_text=&#8221;&#8221; title_link=&#8221;off&#8221; link_url=&#8221;&#8221; link_target=&#8221;_self&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; content_align_medium=&#8221;&#8221; content_align_small=&#8221;&#8221; content_align=&#8221;left&#8221; size=&#8221;div&#8221; animated_font_size=&#8221;&#8221; fusion_font_family_title_font=&#8221;Plus Jakarta Sans&#8221; fusion_font_variant_title_font=&#8221;700&#8243; font_size=&#8221;1.75em&#8221; line_height=&#8221;var(&#8211;awb-typography1-line-height)&#8221; letter_spacing=&#8221;var(&#8211;awb-typography1-letter-spacing)&#8221; text_transform=&#8221;var(&#8211;awb-typography1-text-transform)&#8221; text_color=&#8221;var(&#8211;awb-color8)&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; animated_text_color=&#8221;&#8221; text_shadow=&#8221;no&#8221; text_shadow_vertical=&#8221;&#8221; text_shadow_horizontal=&#8221;&#8221; text_shadow_blur=&#8221;0&#8243; text_shadow_color=&#8221;&#8221; text_stroke=&#8221;no&#8221; text_stroke_size=&#8221;1&#8243; text_stroke_color=&#8221;&#8221; text_overflow=&#8221;none&#8221; margin_top_medium=&#8221;&#8221; margin_right_medium=&#8221;&#8221; margin_bottom_medium=&#8221;&#8221; margin_left_medium=&#8221;&#8221; margin_top_small=&#8221;&#8221; margin_right_small=&#8221;&#8221; margin_bottom_small=&#8221;&#8221; margin_left_small=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221; margin_top_mobile=&#8221;&#8221; margin_bottom_mobile=&#8221;&#8221; gradient_font=&#8221;no&#8221; gradient_start_color=&#8221;&#8221; gradient_end_color=&#8221;&#8221; gradient_start_position=&#8221;0&#8243; gradient_end_position=&#8221;100&#8243; gradient_type=&#8221;linear&#8221; radial_direction=&#8221;center center&#8221; linear_angle=&#8221;180&#8243; highlight_color=&#8221;&#8221; style_type=&#8221;none&#8221; sep_color=&#8221;&#8221; link_color=&#8221;&#8221; link_hover_color=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<p>Uncover User Needs<\/p>\n<p>[\/fusion_title][fusion_text columns=&#8221;&#8221; column_min_width=&#8221;&#8221; column_spacing=&#8221;&#8221; rule_style=&#8221;&#8221; rule_size=&#8221;&#8221; rule_color=&#8221;&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; content_alignment_medium=&#8221;&#8221; content_alignment_small=&#8221;&#8221; content_alignment=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221; fusion_font_family_text_font=&#8221;Arial, Helvetica, sans-serif&#8221; fusion_font_variant_text_font=&#8221;700&#8243; font_size=&#8221;1em&#8221; line_height=&#8221;var(&#8211;awb-typography4-line-height)&#8221; letter_spacing=&#8221;var(&#8211;awb-typography4-letter-spacing)&#8221; text_transform=&#8221;var(&#8211;awb-typography4-text-transform)&#8221; text_color=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221; logics=&#8221;&#8221;]<\/p>\n<p>Study product failures to discern user dissatisfaction. Formulate a strategy to address unmet needs effectively.<\/p>\n<p>[\/fusion_text][fusion_separator style_type=&#8221;single solid&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; flex_grow=&#8221;0&#8243; top_margin=&#8221;1em&#8221; bottom_margin=&#8221;1em&#8221; width=&#8221;&#8221; height=&#8221;20&#8243; alignment=&#8221;center&#8221; border_size=&#8221;&#8221; weight=&#8221;&#8221; amount=&#8221;&#8221; sep_color=&#8221;var(&#8211;awb-color8)&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; icon=&#8221;&#8221; icon_size=&#8221;&#8221; icon_color=&#8221;&#8221; icon_circle=&#8221;&#8221; icon_circle_color=&#8221;&#8221; \/][fusion_title title_type=&#8221;text&#8221; marquee_direction=&#8221;left&#8221; marquee_speed=&#8221;15000&#8243; rotation_effect=&#8221;bounceIn&#8221; display_time=&#8221;1200&#8243; highlight_effect=&#8221;circle&#8221; loop_animation=&#8221;off&#8221; highlight_width=&#8221;9&#8243; highlight_top_margin=&#8221;0&#8243; before_text=&#8221;&#8221; rotation_text=&#8221;&#8221; highlight_text=&#8221;&#8221; after_text=&#8221;&#8221; title_link=&#8221;off&#8221; link_url=&#8221;&#8221; link_target=&#8221;_self&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; content_align_medium=&#8221;&#8221; content_align_small=&#8221;&#8221; content_align=&#8221;left&#8221; size=&#8221;div&#8221; animated_font_size=&#8221;&#8221; fusion_font_family_title_font=&#8221;Plus Jakarta Sans&#8221; fusion_font_variant_title_font=&#8221;700&#8243; font_size=&#8221;1.75em&#8221; line_height=&#8221;var(&#8211;awb-typography1-line-height)&#8221; letter_spacing=&#8221;var(&#8211;awb-typography1-letter-spacing)&#8221; text_transform=&#8221;var(&#8211;awb-typography1-text-transform)&#8221; text_color=&#8221;var(&#8211;awb-color8)&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; animated_text_color=&#8221;&#8221; text_shadow=&#8221;no&#8221; text_shadow_vertical=&#8221;&#8221; text_shadow_horizontal=&#8221;&#8221; text_shadow_blur=&#8221;0&#8243; text_shadow_color=&#8221;&#8221; text_stroke=&#8221;no&#8221; text_stroke_size=&#8221;1&#8243; text_stroke_color=&#8221;&#8221; text_overflow=&#8221;none&#8221; margin_top_medium=&#8221;&#8221; margin_right_medium=&#8221;&#8221; margin_bottom_medium=&#8221;&#8221; margin_left_medium=&#8221;&#8221; margin_top_small=&#8221;&#8221; margin_right_small=&#8221;&#8221; margin_bottom_small=&#8221;&#8221; margin_left_small=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221; margin_top_mobile=&#8221;&#8221; margin_bottom_mobile=&#8221;&#8221; gradient_font=&#8221;no&#8221; gradient_start_color=&#8221;&#8221; gradient_end_color=&#8221;&#8221; gradient_start_position=&#8221;0&#8243; gradient_end_position=&#8221;100&#8243; gradient_type=&#8221;linear&#8221; radial_direction=&#8221;center center&#8221; linear_angle=&#8221;180&#8243; highlight_color=&#8221;&#8221; style_type=&#8221;none&#8221; sep_color=&#8221;&#8221; link_color=&#8221;&#8221; link_hover_color=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<p>Reveal Consumer Behavior &amp; Motivations<\/p>\n<p>[\/fusion_title][fusion_text columns=&#8221;&#8221; column_min_width=&#8221;&#8221; column_spacing=&#8221;&#8221; rule_style=&#8221;&#8221; rule_size=&#8221;&#8221; rule_color=&#8221;&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; content_alignment_medium=&#8221;&#8221; content_alignment_small=&#8221;&#8221; content_alignment=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221; fusion_font_family_text_font=&#8221;Arial, Helvetica, sans-serif&#8221; fusion_font_variant_text_font=&#8221;700&#8243; font_size=&#8221;1em&#8221; line_height=&#8221;var(&#8211;awb-typography4-line-height)&#8221; letter_spacing=&#8221;var(&#8211;awb-typography4-letter-spacing)&#8221; text_transform=&#8221;var(&#8211;awb-typography4-text-transform)&#8221; text_color=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221; logics=&#8221;&#8221;]<\/p>\n<p>What motivates and drives your customers? 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scroll_motion_devices=&#8221;small-visibility,medium-visibility,large-visibility&#8221; animation_type=&#8221;slide&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;2.0&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221; last=&#8221;false&#8221; border_position=&#8221;all&#8221; first=&#8221;true&#8221;][fusion_title title_type=&#8221;text&#8221; marquee_direction=&#8221;left&#8221; marquee_speed=&#8221;15000&#8243; rotation_effect=&#8221;bounceIn&#8221; display_time=&#8221;1200&#8243; highlight_effect=&#8221;circle&#8221; loop_animation=&#8221;off&#8221; highlight_width=&#8221;9&#8243; highlight_top_margin=&#8221;0&#8243; before_text=&#8221;&#8221; rotation_text=&#8221;&#8221; highlight_text=&#8221;&#8221; after_text=&#8221;&#8221; title_link=&#8221;off&#8221; link_url=&#8221;&#8221; link_target=&#8221;_self&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; 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animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<p>Evaluative research<\/p>\n<p>[\/fusion_title][fusion_text columns=&#8221;&#8221; column_min_width=&#8221;&#8221; column_spacing=&#8221;&#8221; rule_style=&#8221;&#8221; rule_size=&#8221;&#8221; rule_color=&#8221;&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; content_alignment_medium=&#8221;&#8221; content_alignment_small=&#8221;&#8221; content_alignment=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221; fusion_font_family_text_font=&#8221;Arial, Helvetica, sans-serif&#8221; fusion_font_variant_text_font=&#8221;400&#8243; font_size=&#8221;1em&#8221; line_height=&#8221;2&#8243; letter_spacing=&#8221;var(&#8211;awb-typography4-letter-spacing)&#8221; text_transform=&#8221;var(&#8211;awb-typography4-text-transform)&#8221; text_color=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221; logics=&#8221;&#8221;]<\/p>\n<p>Evaluative research aims to gather feedback on the usability, effectiveness, and overall user experience of a product, identifying areas for improvement and refinement.<\/p>\n<p>[\/fusion_text][\/fusion_builder_column][fusion_builder_column type=&#8221;1_2&#8243; layout=&#8221;1_3&#8243; align_self=&#8221;auto&#8221; content_layout=&#8221;column&#8221; align_content=&#8221;flex-start&#8221; valign_content=&#8221;flex-start&#8221; content_wrap=&#8221;wrap&#8221; spacing=&#8221;&#8221; center_content=&#8221;no&#8221; column_tag=&#8221;div&#8221; link=&#8221;&#8221; target=&#8221;_self&#8221; link_description=&#8221;&#8221; min_height=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; 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filter_brightness=&#8221;100&#8243; filter_contrast=&#8221;100&#8243; filter_invert=&#8221;0&#8243; filter_sepia=&#8221;0&#8243; filter_opacity=&#8221;100&#8243; filter_blur=&#8221;0&#8243; filter_hue_hover=&#8221;0&#8243; filter_saturation_hover=&#8221;100&#8243; filter_brightness_hover=&#8221;100&#8243; filter_contrast_hover=&#8221;100&#8243; filter_invert_hover=&#8221;0&#8243; filter_sepia_hover=&#8221;0&#8243; filter_opacity_hover=&#8221;100&#8243; filter_blur_hover=&#8221;0&#8243; transform_type=&#8221;regular&#8221; transform_hover_element=&#8221;self&#8221; transform_scale_x=&#8221;1&#8243; transform_scale_y=&#8221;1&#8243; transform_translate_x=&#8221;0&#8243; transform_translate_y=&#8221;0&#8243; transform_rotate=&#8221;0&#8243; transform_skew_x=&#8221;0&#8243; transform_skew_y=&#8221;0&#8243; transform_scale_x_hover=&#8221;1&#8243; transform_scale_y_hover=&#8221;1&#8243; transform_translate_x_hover=&#8221;0&#8243; transform_translate_y_hover=&#8221;0&#8243; transform_rotate_hover=&#8221;0&#8243; 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filter_contrast_hover=&#8221;100&#8243; filter_invert_hover=&#8221;0&#8243; filter_sepia_hover=&#8221;0&#8243; filter_opacity_hover=&#8221;100&#8243; filter_blur_hover=&#8221;0&#8243; transform_type=&#8221;regular&#8221; transform_hover_element=&#8221;self&#8221; transform_scale_x=&#8221;1&#8243; transform_scale_y=&#8221;1&#8243; transform_translate_x=&#8221;0&#8243; transform_translate_y=&#8221;0&#8243; transform_rotate=&#8221;0&#8243; transform_skew_x=&#8221;0&#8243; transform_skew_y=&#8221;0&#8243; transform_origin=&#8221;&#8221; transform_scale_x_hover=&#8221;1&#8243; transform_scale_y_hover=&#8221;1&#8243; transform_translate_x_hover=&#8221;0&#8243; transform_translate_y_hover=&#8221;0&#8243; transform_rotate_hover=&#8221;0&#8243; transform_skew_x_hover=&#8221;0&#8243; transform_skew_y_hover=&#8221;0&#8243; transition_duration=&#8221;300&#8243; transition_easing=&#8221;ease&#8221; transition_custom_easing=&#8221;&#8221; motion_effects=&#8221;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&#8221; scroll_motion_devices=&#8221;small-visibility,medium-visibility,large-visibility&#8221; animation_type=&#8221;slide&#8221; animation_direction=&#8221;right&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;2.0&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221; last=&#8221;true&#8221; border_position=&#8221;all&#8221; first=&#8221;false&#8221;][fusion_separator style_type=&#8221;single solid&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; flex_grow=&#8221;0&#8243; top_margin=&#8221;1em&#8221; bottom_margin=&#8221;1em&#8221; width=&#8221;&#8221; height=&#8221;20&#8243; alignment=&#8221;center&#8221; border_size=&#8221;&#8221; weight=&#8221;&#8221; amount=&#8221;&#8221; sep_color=&#8221;var(&#8211;awb-color8)&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; icon=&#8221;&#8221; icon_size=&#8221;&#8221; icon_color=&#8221;&#8221; icon_circle=&#8221;&#8221; icon_circle_color=&#8221;&#8221; \/][fusion_title title_type=&#8221;text&#8221; marquee_direction=&#8221;left&#8221; marquee_speed=&#8221;15000&#8243; rotation_effect=&#8221;bounceIn&#8221; display_time=&#8221;1200&#8243; highlight_effect=&#8221;circle&#8221; loop_animation=&#8221;off&#8221; highlight_width=&#8221;9&#8243; highlight_top_margin=&#8221;0&#8243; before_text=&#8221;&#8221; rotation_text=&#8221;&#8221; highlight_text=&#8221;&#8221; after_text=&#8221;&#8221; title_link=&#8221;off&#8221; link_url=&#8221;&#8221; link_target=&#8221;_self&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; content_align_medium=&#8221;&#8221; content_align_small=&#8221;&#8221; content_align=&#8221;left&#8221; size=&#8221;div&#8221; animated_font_size=&#8221;&#8221; fusion_font_family_title_font=&#8221;Plus Jakarta Sans&#8221; fusion_font_variant_title_font=&#8221;700&#8243; font_size=&#8221;1.75em&#8221; line_height=&#8221;var(&#8211;awb-typography1-line-height)&#8221; letter_spacing=&#8221;var(&#8211;awb-typography1-letter-spacing)&#8221; text_transform=&#8221;var(&#8211;awb-typography1-text-transform)&#8221; text_color=&#8221;var(&#8211;awb-color8)&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; animated_text_color=&#8221;&#8221; text_shadow=&#8221;no&#8221; text_shadow_vertical=&#8221;&#8221; text_shadow_horizontal=&#8221;&#8221; text_shadow_blur=&#8221;0&#8243; text_shadow_color=&#8221;&#8221; text_stroke=&#8221;no&#8221; text_stroke_size=&#8221;1&#8243; text_stroke_color=&#8221;&#8221; text_overflow=&#8221;none&#8221; margin_top_medium=&#8221;&#8221; margin_right_medium=&#8221;&#8221; margin_bottom_medium=&#8221;&#8221; margin_left_medium=&#8221;&#8221; margin_top_small=&#8221;&#8221; margin_right_small=&#8221;&#8221; margin_bottom_small=&#8221;&#8221; margin_left_small=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221; margin_top_mobile=&#8221;&#8221; margin_bottom_mobile=&#8221;&#8221; gradient_font=&#8221;no&#8221; gradient_start_color=&#8221;&#8221; gradient_end_color=&#8221;&#8221; gradient_start_position=&#8221;0&#8243; gradient_end_position=&#8221;100&#8243; gradient_type=&#8221;linear&#8221; radial_direction=&#8221;center center&#8221; linear_angle=&#8221;180&#8243; highlight_color=&#8221;&#8221; style_type=&#8221;none&#8221; sep_color=&#8221;&#8221; link_color=&#8221;&#8221; link_hover_color=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<p>Test hypothesis<\/p>\n<p>[\/fusion_title][fusion_text columns=&#8221;&#8221; column_min_width=&#8221;&#8221; column_spacing=&#8221;&#8221; rule_style=&#8221;&#8221; rule_size=&#8221;&#8221; rule_color=&#8221;&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; content_alignment_medium=&#8221;&#8221; content_alignment_small=&#8221;&#8221; content_alignment=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221; fusion_font_family_text_font=&#8221;Arial, Helvetica, sans-serif&#8221; fusion_font_variant_text_font=&#8221;700&#8243; font_size=&#8221;1em&#8221; line_height=&#8221;var(&#8211;awb-typography4-line-height)&#8221; letter_spacing=&#8221;var(&#8211;awb-typography4-letter-spacing)&#8221; text_transform=&#8221;var(&#8211;awb-typography4-text-transform)&#8221; text_color=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221; logics=&#8221;&#8221;]<\/p>\n<p>Conduct preliminary testing to validate the viability of your hypothesis prior to committing extensive resources to development.<\/p>\n<p>[\/fusion_text][fusion_separator style_type=&#8221;single solid&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; flex_grow=&#8221;0&#8243; top_margin=&#8221;1em&#8221; bottom_margin=&#8221;1em&#8221; width=&#8221;&#8221; height=&#8221;20&#8243; alignment=&#8221;center&#8221; border_size=&#8221;&#8221; weight=&#8221;&#8221; amount=&#8221;&#8221; sep_color=&#8221;var(&#8211;awb-color8)&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; icon=&#8221;&#8221; icon_size=&#8221;&#8221; icon_color=&#8221;&#8221; icon_circle=&#8221;&#8221; icon_circle_color=&#8221;&#8221; \/][fusion_title title_type=&#8221;text&#8221; marquee_direction=&#8221;left&#8221; marquee_speed=&#8221;15000&#8243; rotation_effect=&#8221;bounceIn&#8221; display_time=&#8221;1200&#8243; highlight_effect=&#8221;circle&#8221; loop_animation=&#8221;off&#8221; highlight_width=&#8221;9&#8243; highlight_top_margin=&#8221;0&#8243; before_text=&#8221;&#8221; rotation_text=&#8221;&#8221; highlight_text=&#8221;&#8221; after_text=&#8221;&#8221; title_link=&#8221;off&#8221; link_url=&#8221;&#8221; link_target=&#8221;_self&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; content_align_medium=&#8221;&#8221; content_align_small=&#8221;&#8221; content_align=&#8221;left&#8221; size=&#8221;div&#8221; animated_font_size=&#8221;&#8221; fusion_font_family_title_font=&#8221;Plus Jakarta Sans&#8221; fusion_font_variant_title_font=&#8221;700&#8243; font_size=&#8221;1.75em&#8221; line_height=&#8221;var(&#8211;awb-typography1-line-height)&#8221; letter_spacing=&#8221;var(&#8211;awb-typography1-letter-spacing)&#8221; text_transform=&#8221;var(&#8211;awb-typography1-text-transform)&#8221; text_color=&#8221;var(&#8211;awb-color8)&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; animated_text_color=&#8221;&#8221; text_shadow=&#8221;no&#8221; text_shadow_vertical=&#8221;&#8221; text_shadow_horizontal=&#8221;&#8221; text_shadow_blur=&#8221;0&#8243; text_shadow_color=&#8221;&#8221; text_stroke=&#8221;no&#8221; text_stroke_size=&#8221;1&#8243; text_stroke_color=&#8221;&#8221; text_overflow=&#8221;none&#8221; margin_top_medium=&#8221;&#8221; margin_right_medium=&#8221;&#8221; margin_bottom_medium=&#8221;&#8221; margin_left_medium=&#8221;&#8221; margin_top_small=&#8221;&#8221; margin_right_small=&#8221;&#8221; margin_bottom_small=&#8221;&#8221; margin_left_small=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221; margin_top_mobile=&#8221;&#8221; margin_bottom_mobile=&#8221;&#8221; gradient_font=&#8221;no&#8221; gradient_start_color=&#8221;&#8221; gradient_end_color=&#8221;&#8221; gradient_start_position=&#8221;0&#8243; gradient_end_position=&#8221;100&#8243; gradient_type=&#8221;linear&#8221; radial_direction=&#8221;center center&#8221; linear_angle=&#8221;180&#8243; highlight_color=&#8221;&#8221; style_type=&#8221;none&#8221; sep_color=&#8221;&#8221; link_color=&#8221;&#8221; link_hover_color=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<p>Validate designs<\/p>\n<p>[\/fusion_title][fusion_text columns=&#8221;&#8221; column_min_width=&#8221;&#8221; column_spacing=&#8221;&#8221; rule_style=&#8221;&#8221; rule_size=&#8221;&#8221; rule_color=&#8221;&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; content_alignment_medium=&#8221;&#8221; content_alignment_small=&#8221;&#8221; content_alignment=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221; fusion_font_family_text_font=&#8221;Arial, Helvetica, sans-serif&#8221; fusion_font_variant_text_font=&#8221;700&#8243; font_size=&#8221;1em&#8221; line_height=&#8221;var(&#8211;awb-typography4-line-height)&#8221; letter_spacing=&#8221;var(&#8211;awb-typography4-letter-spacing)&#8221; text_transform=&#8221;var(&#8211;awb-typography4-text-transform)&#8221; text_color=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221; logics=&#8221;&#8221;]<\/p>\n<div class=\"flex-shrink-0 flex flex-col relative items-end\">\n<div>\n<div class=\"pt-0.5\">\n<div class=\"gizmo-shadow-stroke flex h-6 w-6 items-center justify-center overflow-hidden rounded-full\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"relative flex w-full flex-col agent-turn\">\n<div class=\"flex-col gap-1 md:gap-3\">\n<div class=\"flex flex-grow flex-col max-w-full\">\n<div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"cb7011f8-6975-4c79-99bf-12ce06cda021\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<p>Test how well designs solve user needs. Find out where there are problems with the designs and solve them before you start building.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>[\/fusion_text][fusion_separator style_type=&#8221;single solid&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; flex_grow=&#8221;0&#8243; top_margin=&#8221;1em&#8221; bottom_margin=&#8221;1em&#8221; width=&#8221;&#8221; height=&#8221;20&#8243; alignment=&#8221;center&#8221; border_size=&#8221;&#8221; weight=&#8221;&#8221; amount=&#8221;&#8221; sep_color=&#8221;var(&#8211;awb-color8)&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; icon=&#8221;&#8221; icon_size=&#8221;&#8221; icon_color=&#8221;&#8221; icon_circle=&#8221;&#8221; icon_circle_color=&#8221;&#8221; \/][fusion_title title_type=&#8221;text&#8221; marquee_direction=&#8221;left&#8221; marquee_speed=&#8221;15000&#8243; rotation_effect=&#8221;bounceIn&#8221; display_time=&#8221;1200&#8243; highlight_effect=&#8221;circle&#8221; loop_animation=&#8221;off&#8221; highlight_width=&#8221;9&#8243; highlight_top_margin=&#8221;0&#8243; before_text=&#8221;&#8221; rotation_text=&#8221;&#8221; highlight_text=&#8221;&#8221; after_text=&#8221;&#8221; title_link=&#8221;off&#8221; link_url=&#8221;&#8221; link_target=&#8221;_self&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; content_align_medium=&#8221;&#8221; content_align_small=&#8221;&#8221; content_align=&#8221;left&#8221; size=&#8221;div&#8221; animated_font_size=&#8221;&#8221; fusion_font_family_title_font=&#8221;Plus Jakarta Sans&#8221; fusion_font_variant_title_font=&#8221;700&#8243; font_size=&#8221;1.75em&#8221; line_height=&#8221;var(&#8211;awb-typography1-line-height)&#8221; letter_spacing=&#8221;var(&#8211;awb-typography1-letter-spacing)&#8221; text_transform=&#8221;var(&#8211;awb-typography1-text-transform)&#8221; text_color=&#8221;var(&#8211;awb-color8)&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; animated_text_color=&#8221;&#8221; text_shadow=&#8221;no&#8221; text_shadow_vertical=&#8221;&#8221; text_shadow_horizontal=&#8221;&#8221; text_shadow_blur=&#8221;0&#8243; text_shadow_color=&#8221;&#8221; text_stroke=&#8221;no&#8221; text_stroke_size=&#8221;1&#8243; text_stroke_color=&#8221;&#8221; text_overflow=&#8221;none&#8221; margin_top_medium=&#8221;&#8221; margin_right_medium=&#8221;&#8221; margin_bottom_medium=&#8221;&#8221; margin_left_medium=&#8221;&#8221; margin_top_small=&#8221;&#8221; margin_right_small=&#8221;&#8221; margin_bottom_small=&#8221;&#8221; margin_left_small=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221; margin_top_mobile=&#8221;&#8221; margin_bottom_mobile=&#8221;&#8221; gradient_font=&#8221;no&#8221; gradient_start_color=&#8221;&#8221; gradient_end_color=&#8221;&#8221; gradient_start_position=&#8221;0&#8243; gradient_end_position=&#8221;100&#8243; gradient_type=&#8221;linear&#8221; radial_direction=&#8221;center center&#8221; linear_angle=&#8221;180&#8243; highlight_color=&#8221;&#8221; style_type=&#8221;none&#8221; sep_color=&#8221;&#8221; link_color=&#8221;&#8221; link_hover_color=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<p>Measure effectiveness<\/p>\n<p>[\/fusion_title][fusion_text columns=&#8221;&#8221; column_min_width=&#8221;&#8221; column_spacing=&#8221;&#8221; rule_style=&#8221;&#8221; rule_size=&#8221;&#8221; rule_color=&#8221;&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; content_alignment_medium=&#8221;&#8221; content_alignment_small=&#8221;&#8221; content_alignment=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221; fusion_font_family_text_font=&#8221;Arial, Helvetica, sans-serif&#8221; fusion_font_variant_text_font=&#8221;700&#8243; font_size=&#8221;1em&#8221; line_height=&#8221;var(&#8211;awb-typography4-line-height)&#8221; letter_spacing=&#8221;var(&#8211;awb-typography4-letter-spacing)&#8221; text_transform=&#8221;var(&#8211;awb-typography4-text-transform)&#8221; text_color=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221; logics=&#8221;&#8221;]<\/p>\n<div class=\"flex-shrink-0 flex flex-col relative items-end\">\n<div>\n<div class=\"pt-0.5\">\n<div class=\"gizmo-shadow-stroke flex h-6 w-6 items-center justify-center overflow-hidden rounded-full\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"relative flex w-full flex-col agent-turn\">\n<div class=\"flex-col gap-1 md:gap-3\">\n<div class=\"flex flex-grow flex-col max-w-full\">\n<div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"7c79f7c5-af65-44bb-8050-2ac18689a62a\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<p>Utilize A\/B testing methodologies to assess the efficacy of multiple design variants. Identify the option that drives the most engagement.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>[\/fusion_text][fusion_separator style_type=&#8221;single solid&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; flex_grow=&#8221;0&#8243; top_margin=&#8221;1em&#8221; bottom_margin=&#8221;1em&#8221; width=&#8221;&#8221; height=&#8221;20&#8243; alignment=&#8221;center&#8221; border_size=&#8221;&#8221; weight=&#8221;&#8221; amount=&#8221;&#8221; sep_color=&#8221;var(&#8211;awb-color8)&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; icon=&#8221;&#8221; icon_size=&#8221;&#8221; icon_color=&#8221;&#8221; icon_circle=&#8221;&#8221; icon_circle_color=&#8221;&#8221; \/][\/fusion_builder_column][\/fusion_builder_row][\/fusion_builder_container][fusion_builder_container type=&#8221;flex&#8221; hundred_percent=&#8221;no&#8221; hundred_percent_height=&#8221;no&#8221; min_height_medium=&#8221;&#8221; min_height_small=&#8221;&#8221; min_height=&#8221;&#8221; hundred_percent_height_scroll=&#8221;no&#8221; align_content=&#8221;stretch&#8221; flex_align_items=&#8221;stretch&#8221; flex_justify_content=&#8221;center&#8221; flex_wrap_medium=&#8221;&#8221; flex_wrap_small=&#8221;&#8221; flex_wrap=&#8221;wrap&#8221; flex_column_spacing=&#8221;&#8221; hundred_percent_height_center_content=&#8221;yes&#8221; equal_height_columns=&#8221;no&#8221; container_tag=&#8221;div&#8221; menu_anchor=&#8221;CaseStudies&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; status=&#8221;published&#8221; publish_date=&#8221;&#8221; class=&#8221;&#8221; id=&#8221;&#8221; margin_top_medium=&#8221;&#8221; margin_bottom_medium=&#8221;&#8221; margin_top_small=&#8221;&#8221; margin_bottom_small=&#8221;&#8221; margin_top=&#8221;0px&#8221; margin_bottom=&#8221;0px&#8221; padding_top_medium=&#8221;&#8221; padding_right_medium=&#8221;&#8221; padding_bottom_medium=&#8221;48px&#8221; padding_left_medium=&#8221;&#8221; padding_top_small=&#8221;&#8221; padding_right_small=&#8221;&#8221; padding_bottom_small=&#8221;&#8221; padding_left_small=&#8221;&#8221; padding_top=&#8221;&#8221; padding_right=&#8221;&#8221; padding_bottom=&#8221;0px&#8221; padding_left=&#8221;&#8221; link_hover_color=&#8221;&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; link_color=&#8221;&#8221; border_sizes_top=&#8221;1px&#8221; border_sizes_right=&#8221;&#8221; border_sizes_bottom=&#8221;&#8221; border_sizes_left=&#8221;&#8221; border_color=&#8221;var(&#8211;awb-color8)&#8221; border_style=&#8221;solid&#8221; border_radius_top_left=&#8221;&#8221; border_radius_top_right=&#8221;&#8221; border_radius_bottom_right=&#8221;&#8221; border_radius_bottom_left=&#8221;&#8221; box_shadow=&#8221;no&#8221; box_shadow_vertical=&#8221;&#8221; box_shadow_horizontal=&#8221;&#8221; box_shadow_blur=&#8221;0&#8243; box_shadow_spread=&#8221;0&#8243; box_shadow_color=&#8221;&#8221; box_shadow_style=&#8221;&#8221; z_index=&#8221;&#8221; overflow=&#8221;&#8221; gradient_start_color=&#8221;&#8221; gradient_end_color=&#8221;&#8221; gradient_start_position=&#8221;0&#8243; gradient_end_position=&#8221;100&#8243; gradient_type=&#8221;linear&#8221; radial_direction=&#8221;center center&#8221; linear_angle=&#8221;180&#8243; background_color_medium=&#8221;&#8221; background_color_small=&#8221;&#8221; background_color=&#8221;rgba(252,243,212,0.46)&#8221; background_image_medium=&#8221;&#8221; background_image_small=&#8221;&#8221; background_image=&#8221;&#8221; skip_lazy_load=&#8221;&#8221; background_position_medium=&#8221;&#8221; background_position_small=&#8221;&#8221; background_position=&#8221;center center&#8221; background_repeat_medium=&#8221;&#8221; background_repeat_small=&#8221;&#8221; background_repeat=&#8221;no-repeat&#8221; background_size_medium=&#8221;&#8221; background_size_small=&#8221;&#8221; background_size=&#8221;&#8221; 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mask_bg_style=&#8221;inverted&#8221; mask_bg_opacity=&#8221;100&#8243; mask_bg_transform=&#8221;left&#8221; mask_bg_blend_mode=&#8221;normal&#8221; render_logics=&#8221;&#8221; logics=&#8221;&#8221; absolute=&#8221;off&#8221; absolute_devices=&#8221;small,medium,large&#8221; sticky=&#8221;off&#8221; sticky_devices=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_background_color=&#8221;&#8221; sticky_height=&#8221;&#8221; sticky_offset=&#8221;&#8221; sticky_transition_offset=&#8221;0&#8243; scroll_offset=&#8221;0&#8243; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_color=&#8221;&#8221; animation_speed=&#8221;0.3&#8243; animation_delay=&#8221;0&#8243; animation_offset=&#8221;&#8221; filter_hue=&#8221;0&#8243; filter_saturation=&#8221;100&#8243; filter_brightness=&#8221;100&#8243; filter_contrast=&#8221;100&#8243; filter_invert=&#8221;0&#8243; filter_sepia=&#8221;0&#8243; filter_opacity=&#8221;100&#8243; filter_blur=&#8221;0&#8243; filter_hue_hover=&#8221;0&#8243; filter_saturation_hover=&#8221;100&#8243; filter_brightness_hover=&#8221;100&#8243; filter_contrast_hover=&#8221;100&#8243; filter_invert_hover=&#8221;0&#8243; filter_sepia_hover=&#8221;0&#8243; filter_opacity_hover=&#8221;100&#8243; filter_blur_hover=&#8221;0&#8243;][fusion_builder_row][fusion_builder_column type=&#8221;1_1&#8243; layout=&#8221;3_4&#8243; align_self=&#8221;flex-start&#8221; content_layout=&#8221;column&#8221; align_content=&#8221;flex-start&#8221; valign_content=&#8221;flex-start&#8221; content_wrap=&#8221;wrap&#8221; spacing=&#8221;&#8221; center_content=&#8221;no&#8221; column_tag=&#8221;div&#8221; link=&#8221;&#8221; target=&#8221;_self&#8221; link_description=&#8221;&#8221; min_height=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_display=&#8221;normal,sticky&#8221; class=&#8221;&#8221; id=&#8221;&#8221; background_image_id_medium=&#8221;&#8221; background_image_id_small=&#8221;&#8221; background_image_id=&#8221;&#8221; type_medium=&#8221;&#8221; type_small=&#8221;&#8221; flex_grow_medium=&#8221;&#8221; flex_grow_small=&#8221;&#8221; flex_grow=&#8221;&#8221; flex_shrink_medium=&#8221;&#8221; flex_shrink_small=&#8221;&#8221; flex_shrink=&#8221;&#8221; order_medium=&#8221;0&#8243; order_small=&#8221;0&#8243; spacing_left_medium=&#8221;&#8221; spacing_right_medium=&#8221;&#8221; spacing_left_small=&#8221;&#8221; spacing_right_small=&#8221;&#8221; spacing_left=&#8221;&#8221; spacing_right=&#8221;&#8221; margin_top_medium=&#8221;&#8221; margin_bottom_medium=&#8221;&#8221; margin_top_small=&#8221;&#8221; margin_bottom_small=&#8221;&#8221; margin_top=&#8221;20px&#8221; margin_bottom=&#8221;0px&#8221; padding_top_medium=&#8221;&#8221; padding_right_medium=&#8221;&#8221; padding_bottom_medium=&#8221;&#8221; padding_left_medium=&#8221;&#8221; padding_top_small=&#8221;&#8221; padding_right_small=&#8221;&#8221; padding_bottom_small=&#8221;&#8221; padding_left_small=&#8221;&#8221; padding_top=&#8221;&#8221; padding_right=&#8221;&#8221; padding_bottom=&#8221;&#8221; padding_left=&#8221;&#8221; hover_type=&#8221;none&#8221; border_sizes_top=&#8221;&#8221; border_sizes_right=&#8221;&#8221; border_sizes_bottom=&#8221;&#8221; border_sizes_left=&#8221;&#8221; border_color_hover=&#8221;&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; border_color=&#8221;&#8221; border_style=&#8221;solid&#8221; border_radius_top_left=&#8221;&#8221; border_radius_top_right=&#8221;&#8221; border_radius_bottom_right=&#8221;&#8221; border_radius_bottom_left=&#8221;&#8221; box_shadow=&#8221;no&#8221; box_shadow_vertical=&#8221;&#8221; box_shadow_horizontal=&#8221;&#8221; box_shadow_blur=&#8221;0&#8243; box_shadow_spread=&#8221;0&#8243; box_shadow_color=&#8221;&#8221; box_shadow_style=&#8221;&#8221; z_index_hover=&#8221;&#8221; z_index=&#8221;&#8221; overflow=&#8221;&#8221; background_type=&#8221;single&#8221; gradient_start_color=&#8221;&#8221; gradient_end_color=&#8221;&#8221; gradient_start_position=&#8221;0&#8243; gradient_end_position=&#8221;100&#8243; gradient_type=&#8221;linear&#8221; radial_direction=&#8221;center center&#8221; linear_angle=&#8221;180&#8243; background_color_medium=&#8221;&#8221; background_color_small=&#8221;&#8221; background_color_medium_hover=&#8221;&#8221; background_color_small_hover=&#8221;&#8221; background_color_hover=&#8221;&#8221; background_color=&#8221;&#8221; background_image_medium=&#8221;&#8221; background_image_small=&#8221;&#8221; background_image=&#8221;&#8221; lazy_load=&#8221;none&#8221; skip_lazy_load=&#8221;&#8221; background_position_medium=&#8221;&#8221; background_position_small=&#8221;&#8221; background_position=&#8221;left top&#8221; background_repeat_medium=&#8221;&#8221; background_repeat_small=&#8221;&#8221; background_repeat=&#8221;no-repeat&#8221; background_size_medium=&#8221;&#8221; background_size_small=&#8221;&#8221; background_size=&#8221;&#8221; background_custom_size=&#8221;&#8221; background_custom_size_medium=&#8221;&#8221; background_custom_size_small=&#8221;&#8221; background_blend_mode_medium=&#8221;&#8221; background_blend_mode_small=&#8221;&#8221; background_blend_mode=&#8221;none&#8221; render_logics=&#8221;&#8221; sticky=&#8221;off&#8221; sticky_devices=&#8221;small-visibility,medium-visibility,large-visibility&#8221; sticky_offset=&#8221;&#8221; absolute=&#8221;off&#8221; absolute_top=&#8221;&#8221; absolute_right=&#8221;&#8221; absolute_bottom=&#8221;&#8221; absolute_left=&#8221;&#8221; filter_type=&#8221;regular&#8221; filter_hover_element=&#8221;self&#8221; filter_hue=&#8221;0&#8243; filter_saturation=&#8221;100&#8243; filter_brightness=&#8221;100&#8243; filter_contrast=&#8221;100&#8243; filter_invert=&#8221;0&#8243; filter_sepia=&#8221;0&#8243; filter_opacity=&#8221;100&#8243; filter_blur=&#8221;0&#8243; filter_hue_hover=&#8221;0&#8243; filter_saturation_hover=&#8221;100&#8243; filter_brightness_hover=&#8221;100&#8243; filter_contrast_hover=&#8221;100&#8243; filter_invert_hover=&#8221;0&#8243; filter_sepia_hover=&#8221;0&#8243; filter_opacity_hover=&#8221;100&#8243; filter_blur_hover=&#8221;0&#8243; transform_type=&#8221;regular&#8221; transform_hover_element=&#8221;self&#8221; transform_scale_x=&#8221;1&#8243; transform_scale_y=&#8221;1&#8243; transform_translate_x=&#8221;0&#8243; transform_translate_y=&#8221;0&#8243; transform_rotate=&#8221;0&#8243; transform_skew_x=&#8221;0&#8243; transform_skew_y=&#8221;0&#8243; transform_origin=&#8221;&#8221; transform_scale_x_hover=&#8221;1&#8243; transform_scale_y_hover=&#8221;1&#8243; transform_translate_x_hover=&#8221;0&#8243; transform_translate_y_hover=&#8221;0&#8243; transform_rotate_hover=&#8221;0&#8243; transform_skew_x_hover=&#8221;0&#8243; transform_skew_y_hover=&#8221;0&#8243; transition_duration=&#8221;300&#8243; transition_easing=&#8221;ease&#8221; transition_custom_easing=&#8221;&#8221; motion_effects=&#8221;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&#8221; 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class=&#8221;&#8221; id=&#8221;&#8221; content_align_medium=&#8221;&#8221; content_align_small=&#8221;&#8221; content_align=&#8221;left&#8221; size=&#8221;div&#8221; animated_font_size=&#8221;&#8221; fusion_font_family_title_font=&#8221;Plus Jakarta Sans&#8221; fusion_font_variant_title_font=&#8221;800&#8243; font_size=&#8221;3em&#8221; line_height=&#8221;1.4em&#8221; letter_spacing=&#8221;0px&#8221; text_transform=&#8221;capitalize&#8221; text_color=&#8221;#4f5c6c&#8221; hue=&#8221;&#8221; saturation=&#8221;&#8221; lightness=&#8221;&#8221; alpha=&#8221;&#8221; animated_text_color=&#8221;&#8221; text_shadow=&#8221;no&#8221; text_shadow_vertical=&#8221;&#8221; text_shadow_horizontal=&#8221;&#8221; text_shadow_blur=&#8221;0&#8243; text_shadow_color=&#8221;&#8221; text_stroke=&#8221;no&#8221; text_stroke_size=&#8221;1&#8243; text_stroke_color=&#8221;&#8221; text_overflow=&#8221;none&#8221; margin_top_medium=&#8221;&#8221; margin_right_medium=&#8221;&#8221; margin_bottom_medium=&#8221;&#8221; 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