{"id":3141,"date":"2026-08-30T23:54:28","date_gmt":"2026-08-30T21:54:28","guid":{"rendered":"https:\/\/vyvy-audit.com\/?page_id=3141"},"modified":"2026-09-17T23:43:49","modified_gmt":"2026-09-17T21:43:49","slug":"doe-audit-services","status":"publish","type":"page","link":"https:\/\/vyvy-audit.com\/da\/solutions\/doe-audit-services\/","title":{"rendered":"DOE-revision"},"content":{"rendered":"<div class=\"et_pb_section_0 et_pb_section et_section_regular et_block_section\">\n<div class=\"et_pb_row_0 et_pb_row et_pb_row_3-4_1-4 et_pb_gutters3 et_block_row\">\n<div class=\"et_pb_column_0 et_pb_column et_pb_column_3_4 et_block_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_0 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h1>DOE Audit &amp; Design of Experiments Support Services<\/h1>\n<\/div><\/div>\n\n<div class=\"et_pb_divider_0 et_pb_divider et_pb_space et_pb_divider_position_top et_pb_module\"><div class=\"et_pb_divider_internal\"><\/div><\/div>\n\n<div class=\"et_pb_text_1 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p class=\"isSelectedEnd\">VyVy provides DOE Audit Services and Design of Experiments support for manufacturers that need to verify the quality of experimental studies, resolve complex process problems, optimize manufacturing parameters, or strengthen the use of statistical experimentation within product and process development.<\/p>\n<p>Our specialists assess how experiments are planned, executed, analyzed and translated into manufacturing decisions, with particular attention to the reliability of the conclusions being drawn from the data.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_1 et_pb_column et_pb_column_1_4 et-last-child et_block_column et_pb_column_empty et_pb_css_mix_blend_mode_passthrough\"><\/div>\n<\/div>\n\n<div class=\"et_pb_row_1 et_pb_row et_pb_gutters3 et_grid_row\">\n<div class=\"et_pb_column_2 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_module et_pb_button_module_wrapper et_pb_button_0_wrapper\"><a class=\"et_pb_button_0 et_pb_button et_pb_bg_layout_light\" href=\"https:\/\/vyvy-audit.com\/da\/kontakt\/\">Anmod om et tilbud<\/a><\/div>\n<\/div>\n\n<div class=\"et_pb_column_3 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_module et_pb_button_module_wrapper et_pb_button_1_wrapper\"><a class=\"et_pb_button_1 et_pb_button et_pb_bg_layout_light\" href=\"https:\/\/vyvy-audit.com\/da\/losninger\/\">Udforsk tjenester<\/a><\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_row_2 et_pb_row et_pb_gutters3 et_block_row\">\n<div class=\"et_pb_column_4 et_pb_column et_pb_column_4_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_icon_0 et_pb_icon et_clickable et_pb_module\"><span class=\"et_pb_icon_wrap\"><a href=\"#section-1\" target=\"\"><span class=\"et-pb-icon\">;<\/span><\/a><\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_1 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_3 et_pb_row et_pb_gutters3 et_grid_row\">\n<div class=\"et_pb_column_5 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_2 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>\u2713 Experimental Design Review<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_6 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_3 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>\u2713 Statistical Analysis &amp; Interpretation<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_7 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_4 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>\u2713 Manufacturing Process Optimization<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_8 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_5 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>\u2713 Automotive &amp; Industrial Expertise<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_2 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_4 et_pb_row et_pb_gutters3 et_grid_row\">\n<div class=\"et_pb_column_9 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_6 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p class=\"eyebrow\" data-tsd-source=\"\/src\/routes\/iatf-16949-audit.tsx:232:11\">DOE EFFECTIVENESS<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_7 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h2 class=\"mt-5 font-heading text-3xl font-semibold leading-tight tracking-tight text-ink md:text-5xl\" data-tsd-source=\"\/src\/routes\/iatf-16949-audit.tsx:233:11\" style=\"text-align: left;\">What a DOE Audit Examines<\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_8 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p class=\"isSelectedEnd\"><span>Design of Experiments provides a structured way to evaluate how multiple factors influence a response and to identify interactions that may be difficult to detect through one-factor-at-a-time testing.<\/span><\/p>\n<p class=\"isSelectedEnd\"><span>A DOE audit evaluates whether that methodology has been applied correctly and whether the resulting conclusions are sufficiently robust to support engineering or manufacturing decisions.<\/span><\/p>\n<p class=\"isSelectedEnd\"><span>Depending on the project, VyVy may review:<\/span><\/p>\n<ul data-spread=\"false\">\n<li><span>definition of the experimental objective;<\/span><\/li>\n<li><span>selection of factors and responses;<\/span><\/li>\n<li><span>factor levels and operating ranges;<\/span><\/li>\n<li><span>experimental design selection;<\/span><\/li>\n<li><span>sample size and number of runs;<\/span><\/li>\n<li><span>randomization, replication and blocking;<\/span><\/li>\n<li><span>measurement-system suitability;<\/span><\/li>\n<li><span>data collection and integrity;<\/span><\/li>\n<li><span>statistical analysis;<\/span><\/li>\n<li><span>main effects and interactions;<\/span><\/li>\n<li><span>model adequacy and assumptions;<\/span><\/li>\n<li><span>interpretation of results;<\/span><\/li>\n<li><span>confirmation runs;<\/span><\/li>\n<li><span>implementation of optimized parameters;<\/span><\/li>\n<li><span>retention and control of the resulting process knowledge.<\/span><\/li>\n<\/ul>\n<p><span>The scope can cover an existing DOE study, a series of experiments, or the organization&#8217;s broader approach to experimental process development.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span><\/span><\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_3 et_pb_section et_section_regular et_block_section\">\n<div class=\"et_pb_row_5 et_pb_row et_pb_gutters1 et_grid_row\">\n<div class=\"et_pb_column_10 et_pb_column et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_9 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p class=\"eyebrow\" data-tsd-source=\"\/src\/routes\/iatf-16949-audit.tsx:232:11\">BUSINESS APPLICATION<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_10 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h2 style=\"text-align: left;\">When Organizations Request DOE Audit Services<\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_11 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p class=\"isSelectedEnd\"><span>DOE becomes particularly valuable when several variables may be influencing a manufacturing result and conventional troubleshooting no longer provides a clear answer.<\/span><\/p>\n<p><span>VyVy can support organizations dealing with:<\/span><\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_row_6 et_pb_row et_pb_gutters3 et_grid_row\">\n<div class=\"et_pb_column_11 et_pb_column et_grid_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_12 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><ul>\n<li>recurring process variation<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_12 et_pb_column et_grid_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_13 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><ul>\n<li>difficult or unresolved defects<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_13 et_pb_column et_grid_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_14 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><ul>\n<li>process optimization projects<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_14 et_pb_column et_grid_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_15 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><ul>\n<li>new manufacturing processes<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_15 et_pb_column et_grid_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_16 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><ul>\n<li>parameter-window development<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_16 et_pb_column et_grid_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_17 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><ul>\n<li>scrap or rework reduction<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_17 et_pb_column et_grid_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_18 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><ul>\n<li>yield improvement<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_18 et_pb_column et_grid_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_19 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><ul>\n<li>cycle-time optimization<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_19 et_pb_column et_grid_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_20 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><ul>\n<li>product or process validation<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_20 et_pb_column et-last-child et_grid_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_21 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><ul>\n<li>APQP and new-product-development activities<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_4 et_pb_section et_section_regular et_block_section\">\n<div class=\"et_pb_row_7 et_pb_row et_pb_gutters3 et_block_row\">\n<div class=\"et_pb_column_21 et_pb_column et_pb_column_4_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_22 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p class=\"eyebrow\" data-tsd-source=\"\/src\/routes\/iatf-16949-audit.tsx:232:11\">TECHNICAL REVIEW<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_23 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h2 style=\"text-align: left;\">From Experimental Design to Reliable Conclusions<\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_24 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p class=\"isSelectedEnd\"><span>A statistically sophisticated analysis cannot compensate for a poorly designed experiment.<\/span><\/p>\n<p class=\"isSelectedEnd\"><span>Our review therefore begins with the question the experiment was intended to answer. From there, we examine whether the factors, levels, responses and experimental structure are capable of producing useful evidence.<\/span><\/p>\n<p class=\"isSelectedEnd\"><span>Particular attention may be given to issues such as confounding, insufficient replication, uncontrolled variables, inappropriate factor ranges, measurement variation, missing interaction effects, or conclusions that extend beyond what the experimental data can support.<\/span><\/p>\n<p><span>Where appropriate, the assessment also reviews the statistical model used to interpret the results and whether confirmation activities demonstrate that the selected settings perform as expected under actual conditions.<\/span><\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_row_8 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_22 et_pb_column et-last-child et_flex_column_24_24 et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_module et_pb_button_module_wrapper et_pb_button_2_wrapper\"><a class=\"et_pb_button_2 et_pb_button et_pb_bg_layout_light\" href=\"https:\/\/vyvy-audit.com\/da\/kontakt\/\">Request a DOE Audit Quote<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_5 et_pb_section et_section_regular et_block_section\">\n<div class=\"et_pb_row_9 et_pb_row et_pb_gutters3 et_block_row\">\n<div class=\"et_pb_column_23 et_pb_column et_pb_column_4_4 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_25 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p class=\"eyebrow\" data-tsd-source=\"\/src\/routes\/iatf-16949-audit.tsx:232:11\">PROCESS CAPABILITY<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_26 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h2 style=\"text-align: left;\">Design of Experiments Support for Manufacturing Teams<\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_27 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p class=\"isSelectedEnd\">Some organizations need more than an audit of a completed study. VyVy can provide Design of Experiments support when engineering and quality teams need independent technical assistance in structuring or reviewing an experimental project.\u00a0Support can include:<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_row_10 et_pb_row et_pb_gutters3 et_pb_row_nested et_grid_row\">\n<div class=\"et_pb_column_24 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_28 et_pb_text et_pb_bg_layout_light et_pb_module\"><\/div>\n\n<div class=\"et_pb_text_29 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p><span class=\"font-display text-3xl font-semibold leading-none text-ink\/15\" data-tsd-source=\"\/src\/routes\/core-tools-audit.index.tsx:476:23\">01<\/span><\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_30 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h3>Eksperimentplanl\u00e6gning<\/h3>\n<\/div><\/div>\n\n<div class=\"et_pb_text_31 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>Clarifying objectives, responses, factors, constraints and the practical conditions under which the experiment will be performed.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_25 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_32 et_pb_text et_pb_bg_layout_light et_pb_module\"><\/div>\n\n<div class=\"et_pb_text_33 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>02<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_34 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h3>Design Review<\/h3>\n<\/div><\/div>\n\n<div class=\"et_pb_text_35 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>Reviewing the proposed experimental approach before production trials or testing begin.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_26 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_36 et_pb_text et_pb_bg_layout_light et_pb_module\"><\/div>\n\n<div class=\"et_pb_text_37 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>03<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_38 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h3>Statistical Review<\/h3>\n<\/div><\/div>\n\n<div class=\"et_pb_text_39 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>Supporting the evaluation and interpretation of experimental results, including factor effects, interactions and model behaviour.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_27 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_40 et_pb_text et_pb_bg_layout_light et_pb_module\"><\/div>\n\n<div class=\"et_pb_text_41 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>04<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_42 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h3>Results Verification<\/h3>\n<\/div><\/div>\n\n<div class=\"et_pb_text_43 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>Reviewing confirmation trials and determining whether conclusions are supported by the available evidence.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_28 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_44 et_pb_text et_pb_bg_layout_light et_pb_module\"><\/div>\n\n<div class=\"et_pb_text_45 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>05<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_46 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h3>Manufacturing Implementation<\/h3>\n<\/div><\/div>\n\n<div class=\"et_pb_text_47 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>Supporting the translation of validated findings into process parameters, operating windows, controls or improvement actions.<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_row_11 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_29 et_pb_column et-last-child et_flex_column_24_24 et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_48 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>The exact role is agreed before the project so responsibilities between VyVy and the client&#8217;s engineering team remain clear.<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_6 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_12 et_pb_row et_pb_gutters3 et_grid_row\">\n<div class=\"et_pb_column_30 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_49 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h2 class=\"eyebrow\" data-tsd-source=\"\/src\/routes\/csr-audit.tsx:482:11\">SERVICE OUTPUT<\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_50 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h2 class=\"mt-5 max-w-3xl font-heading text-3xl font-semibold leading-tight tracking-tight text-ink md:text-5xl\" data-tsd-source=\"\/src\/routes\/csr-audit.tsx:598:11\" style=\"text-align: left;\">What You Receive From an DOE Audit<\/h2>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_row_13 et_pb_row et_pb_gutters3 et_grid_row\">\n<div class=\"et_pb_column_31 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_51 et_pb_text et_pb_bg_layout_light et_pb_module\"><\/div>\n\n<div class=\"et_pb_text_52 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>01<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_53 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h3 class=\"mt-5 font-heading text-xl font-semibold text-ink\" data-tsd-source=\"\/src\/routes\/csr-audit.tsx:613:21\">DOE Assessment Report<\/h3>\n<\/div><\/div>\n\n<div class=\"et_pb_text_54 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>Structured review of the experimental design, execution, analysis and supporting evidence.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_32 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_55 et_pb_text et_pb_bg_layout_light et_pb_module\"><\/div>\n\n<div class=\"et_pb_text_56 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>02<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_57 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h3 class=\"mt-5 font-heading text-xl font-semibold text-ink\" data-tsd-source=\"\/src\/routes\/csr-audit.tsx:613:21\">Technical Findings<\/h3>\n<\/div><\/div>\n\n<div class=\"et_pb_text_58 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>Identification of methodological or statistical weaknesses that could affect the reliability of the results.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_33 et_pb_column et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_59 et_pb_text et_pb_bg_layout_light et_pb_module\"><\/div>\n\n<div class=\"et_pb_text_60 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>03<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_61 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h3 class=\"mt-5 font-heading text-xl font-semibold text-ink\" data-tsd-source=\"\/src\/routes\/csr-audit.tsx:613:21\">Risk &amp; Improvement Priorities<\/h3>\n<\/div><\/div>\n\n<div class=\"et_pb_text_62 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>Clear indication of areas requiring correction, additional evidence or further experimentation.<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_34 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_63 et_pb_text et_pb_bg_layout_light et_pb_module\"><\/div>\n\n<div class=\"et_pb_text_64 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>04<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_text_65 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h3 class=\"mt-5 font-heading text-xl font-semibold text-ink\" data-tsd-source=\"\/src\/routes\/csr-audit.tsx:613:21\">Anbefalinger<\/h3>\n<\/div><\/div>\n\n<div class=\"et_pb_text_66 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p>Practical recommendations for strengthening the study, validating conclusions or applying the results within the manufacturing process.<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_7 et_pb_section et_section_regular et_flex_section\">\n<div class=\"et_pb_row_14 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_35 et_pb_column et_flex_column_2_5 et_flex_column_24_24_phone et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_67 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h2 class=\"eyebrow\" data-tsd-source=\"\/src\/routes\/iatf-16949-audit.tsx:232:11\">INDUSTRIAL APPLICATION<\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_68 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p class=\"mt-5 font-heading text-3xl font-semibold leading-tight tracking-tight text-ink md:text-5xl\" data-tsd-source=\"\/src\/routes\/iatf-16949-audit.tsx:233:11\" style=\"text-align: left;\">DOE Support for Manufacturing and Process Development<\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_36 et_pb_column et-last-child et_flex_column_3_5 et_flex_column_24_24_phone et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_69 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><p class=\"isSelectedEnd\"><span>VyVy supports Design of Experiments projects across manufacturing environments where several variables influence product or process performance. The methodology and audit scope are adapted to the process, available data, technical objectives and level of experimentation involved.<\/span><\/p>\n<p class=\"isSelectedEnd\"><span>Applications may include:<\/span><\/p>\n<ul data-spread=\"false\">\n<li><span>automotive components;<\/span><\/li>\n<li><span>machining;<\/span><\/li>\n<li><span>metal forming;<\/span><\/li>\n<li><span>casting and forging;<\/span><\/li>\n<li><span>welding and joining;<\/span><\/li>\n<li><span>coating and surface treatment;<\/span><\/li>\n<li><span>plastic injection molding;<\/span><\/li>\n<li><span>electronics;<\/span><\/li>\n<li><span>battery and EV components;<\/span><\/li>\n<li><span>industrial equipment;<\/span><\/li>\n<li><span>other manufacturing and process-development applications.<\/span><\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_section_8 et_pb_section et_section_regular et_block_section\">\n<div class=\"et_pb_row_15 et_pb_row et_pb_equal_columns et_pb_gutters2 et_block_row\">\n<div class=\"et_pb_column_37 et_pb_column et_pb_column_1_2 et_block_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_70 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h2>Hvorfor VyVy Audit?<\/h2>\n<p class=\"isSelectedEnd\"><span>DOE is valuable when it helps engineers make better decisions with fewer assumptions.<\/span><\/p>\n<p class=\"isSelectedEnd\"><span>VyVy approaches DOE assessments from both the statistical and operational perspectives. We examine whether the experimental methodology is technically appropriate, but also whether the selected factors represent manufacturing reality, whether measurements can be trusted, and whether conclusions can be translated into stable process conditions.<\/span><\/p>\n<p class=\"isSelectedEnd\"><span>This gives quality and engineering teams an independent view before important process-development or optimization decisions are made.<\/span><\/p>\n<p><strong><span>V\u00e6rdians\u00e6t din v\u00e6rdi.<\/span><\/strong><\/p>\n<\/div><\/div>\n<\/div>\n\n<div class=\"et_pb_column_38 et_pb_column et_pb_column_1_2 et-last-child et_block_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_71 et_pb_text et_pb_bg_layout_light et_pb_module\"><div class=\"et_pb_text_inner\"><h2>Review or Strengthen Your DOE Project<\/h2>\n<p class=\"isSelectedEnd\"><span>Whether you need an independent review of an existing experiment or technical support for a manufacturing DOE project, VyVy can define a scope around the process, data and decision you need to validate.<\/span><\/p>\n<p><span>Share the objective of the experiment, manufacturing process, current project stage and available data. Our team can determine the appropriate assessment or support approach.<\/span><\/p>\n<p>&nbsp;<\/p>\n<\/div><\/div>\n\n<div class=\"et_pb_module et_pb_button_module_wrapper et_pb_button_3_wrapper\"><a class=\"et_pb_button_3 et_pb_button et_pb_bg_layout_light\" href=\"https:\/\/vyvy-audit.com\/da\/kontakt\/\">Request a DOE Audit Quote<\/a><\/div>\n<\/div>\n<\/div>\n\n<div class=\"et_pb_row_16 et_pb_row et_flex_row\">\n<div class=\"et_pb_column_39 et_pb_column et-last-child et_flex_column_24_24 et_flex_column et_pb_css_mix_blend_mode_passthrough\">\n<div class=\"et_pb_text_72 et_pb_text et_pb_bg_layout_light et_animated et_pb_module\"><div class=\"et_pb_text_inner\"><h2 style=\"text-align: left;\">Ofte stillede sp\u00f8rgsm\u00e5l<\/h2>\n<\/div><\/div>\n\n<div class=\"et_pb_text_73 et_pb_text et_pb_bg_layout_light et_animated et_pb_module\"><div class=\"et_pb_text_inner\"><h3><span>What is a DOE audit?<\/span><\/h3>\n<p class=\"isSelectedEnd\"><span>A DOE audit is an independent assessment of how a Design of Experiments study has been planned, executed, analyzed and interpreted. The review determines whether the methodology and available evidence support the conclusions being made.<\/span><\/p>\n<h3><span>Can VyVy review an existing Design of Experiments study?<\/span><\/h3>\n<p class=\"isSelectedEnd\"><span>Yes. VyVy can review completed or ongoing DOE studies, including experimental structure, factor selection, data, statistical analysis, interpretation and confirmation activities.<\/span><\/p>\n<h3><span>Can VyVy support the development of a new DOE?<\/span><\/h3>\n<p class=\"isSelectedEnd\"><span>Yes. Support can be provided during experiment planning, design review, statistical evaluation, results interpretation and confirmation, depending on the project requirements.<\/span><\/p>\n<h3><span>What manufacturing problems can DOE help address?<\/span><\/h3>\n<p class=\"isSelectedEnd\"><span>DOE can be useful for process optimization, variation reduction, parameter development, yield improvement, defect reduction and technical problems involving several potentially interacting variables.<\/span><\/p>\n<h3><span>Is DOE part of the Automotive Core Tools?<\/span><\/h3>\n<p class=\"isSelectedEnd\"><span>DOE is an important statistical technique used in automotive product and process development and can support activities associated with APQP, FMEA, validation and process optimization. VyVy&#8217;s dedicated Automotive Core Tools Audit Services provide the broader assessment when required.<\/span><\/p>\n<h3><span>Can DOE support process capability improvement?<\/span><\/h3>\n<p><span>Yes. DOE can help identify influential factors and interactions affecting process performance. SPC and capability analysis can subsequently help determine whether the resulting process operates consistently at the selected conditions.<\/span><\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":305,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_seopress_titles_title":"DOE Audit Services & Design of Experiments Support | VyVy","_seopress_titles_desc":"DOE audit and Design of Experiments support for manufacturers. 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