Skip to content
Product cover

Implementing a Learning Plan to Counter Project Uncertainty

In new-product development, most management approaches presume a high ratio of knowns to unknowns, and most planning involves prescribed pathways through developmental stages. In fact, a byproduct of the focus on quality and operational excellence is that companies tend to avoid uncertain situations and resist market experimentation. Such approaches are counterproductive for any project that has the potential to produce real breakthrough innovations. In this article, the authors offer a framework, called the Learning Plan, that enables companies to manage breakthrough innovation by explicitly recognizing that project teams are proceeding on the basis of assumptions, rather than known facts.

The authors identify four different types of uncertainties (technical, market, organizational, resource) that can hinder a project's long-term success. Technical uncertainties relate to the completeness and correctness of the underlying scientific knowledge, the extent to which the technical specifications of the product can be implemented, the reliability of the manufacturing processes and its maintainability. Market uncertainties include the degree to which customer needs and wants are clear and well-understood, the extent to which conventional forms of interaction between the customer and the product can be used, the appropriateness of conventional methods of sales/distribution and revenue models and the project team's understanding of the relationship of the breakthrough innovation to competitors' products. Organizational uncertainties include organizational resistance, lack of continuity and persistence, inconsistency in expectations and metrics, changes in internal and external partners and changes in strategic commitment. Finally, resource uncertainties often can pose difficulties as project teams continually struggle to attract the resources they required.

After discussing these difficulties, the authors identify a plan that allows a team to deal with those uncertainties in a proactive way with the type of ongoing evaluation and redirection that characterizes any breakthrough innovation project.
Purchase Options

Educator and Student Discounts Available. Learn more »

  BENCHMARKS  
Loading Time: Base Classes  0.0005
My Controller Construct  0.0003
Build Nav  0.0005
Controller Execution Time ( Products / Route )  0.0344
Total Execution Time  0.0349
  GET DATA  
No GET data exists
  MEMORY USAGE  
1.5531 MB
  POST DATA  
No POST data exists
  URI STRING  
store/implementing-a-learning-plan-to-counter-project-uncertainty
  CLASS/METHOD  
products/route
  DATABASE:  MITSLOAN_DEV   QUERIES: 41  (Hide)
0.0002  

SELECT SQL_CALC_FOUND_ROWS cat_id
FROM 
(`product_categories`)
WHERE `status_id` =  'A'
AND `url_friendly` =  'implementing-a-learning-plan-to-counter-project-uncertainty'
AND `parent_id` =  
0.0040  

SELECT c.parent_idc.format_id
                    FROM products 
AS pproducts AS c
                    WHERE p
.prod_id c.parent_id AND
                        
c.avail_id IN ('A','B','D') AND
                        
c.type_id 'V' AND
                        (
                            
c.sku 'implementing-a-learning-plan-to-counter-project-uncertainty' OR
                            if(
c.format_id 'Certificate'''p.url_friendly) = 'implementing-a-learning-plan-to-counter-project-uncertainty'
                        
)
                    
LIMIT 1 
0.0002  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  1095 
0.0003  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '1095' 
0.0003  

SELECT *
FROM (`authors`)
JOIN `products__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '1095'
ORDER BY `sortAS
0.0001  

SELECT `cat_id`
FROM (`product_categories__products`)
WHERE `prod_id` =  '1095' 
0.0001  

SELECT *
FROM (`product_flags__products`)
WHERE `prod_id` =  '1095' 
0.0001  

SELECT `sku`
FROM (`products__xsell`)
WHERE `prod_id` =  '1095'
ORDER BY IF(position 010) AS, `position
0.0159  

SELECT `products`.`parent_id`
FROM (`transaction_lines`)
JOIN `productsON `products`.`sku` = `transaction_lines`.`sku`
JOIN `product_categories__productsON `products`.`parent_id` = `product_categories__products`.`prod_id`
WHERE `products`.`avail_id` =  'A'
AND TO_DAYS(transaction_lines.updated_at) < (TO_DAYS(NOW()) - 90)
AND `
product_categories__products`.`cat_idIN ('245') 
GROUP BY `products`.`parent_id`
ORDER BY COUNT(*) DESC
LIMIT 6 
0.0002  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '35' 
0.0002  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '35' 
0.0003  

SELECT *
FROM (`authors`)
JOIN `products__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '35'
ORDER BY `sortAS
0.0001  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '905' 
0.0001  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '905' 
0.0001  

SELECT *
FROM (`authors`)
JOIN `products__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '905'
ORDER BY `sortAS
0.0001  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '3959' 
0.0001  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '3959' 
0.0001  

SELECT *
FROM (`authors`)
JOIN `products__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '3959'
ORDER BY `sortAS
0.0002  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '371' 
0.0001  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '371' 
0.0002  

SELECT *
FROM (`authors`)
JOIN `products__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '371'
ORDER BY `sortAS
0.0001  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '3761' 
0.0001  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '3761' 
0.0001  

SELECT *
FROM (`authors`)
JOIN `products__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '3761'
ORDER BY `sortAS
0.0001  

SELECT `parent_id`
FROM (`products`)
WHERE `prod_id` =  '1757' 
0.0001  

SELECT *
FROM (`products`)
WHERE `products`.`prod_id` =  '1757' 
0.0001  

SELECT *
FROM (`authors`)
JOIN `products__authorsON `authors`.`author_id` = `products__authors`.`author_id`
WHERE `products__authors`.`prod_id` =  '1757'
ORDER BY `sortAS
0.0002  

SELECT SQL_CALC_FOUND_ROWS media_idposition
FROM 
(`media`)
WHERE `foreign_key_table` =  'products'
AND `foreign_key_column` =  'prod_id'
AND `foreign_key_value` =  '1095'
AND `kind` =  'image_600x600'
ORDER BY IF(position 010) AS, `position
0.0002  

SELECT *
FROM (`media`)
WHERE `media`.`media_id` =  '533' 
0.0001  

SELECT *
FROM (`mime_types`)
WHERE `mime_types`.`extension` =  'jpg' 
0.0001  

SELECT *
FROM (`media_metadata`)
WHERE `media_id` =  '533' 
0.0002  

SELECT SQL_CALC_FOUND_ROWS media_idposition
FROM 
(`media`)
WHERE `foreign_key_table` =  'products'
AND `foreign_key_column` =  'prod_id'
AND `foreign_key_value` =  '1095'
AND `kind` =  'gallery_image'
ORDER BY IF(position 010) AS, `position
0.0003  

SELECT *
FROM (`products`)
WHERE `avail_idIN ('A''B''C''H') 
AND `
parent_id` =  '1095'
AND `type_id` =  'V'
ORDER BY IF(position 010) AS, `position`, `title
0.0001  

SELECT `c`.`format_id`, `c`.`price`, `c`.`sale_price`
FROM (`productsAS c)
WHERE `c`.`prod_id` =  '1096'
LIMIT 1 
0.0002  

SELECT SQL_CALC_FOUND_ROWS media_idposition
FROM 
(`media`)
WHERE `foreign_key_table` =  'products'
AND `foreign_key_column` =  'prod_id'
AND `foreign_key_value` =  '1096'
AND `kind` =  'thumbnail'
ORDER BY IF(position 010) AS, `position
0.0002  

SELECT `product_categories__products`.`cat_id`
FROM (`product_categories__products`)
JOIN `product_categoriesON `product_categories__products`.`cat_id` = `product_categories`.`cat_id`
WHERE `product_categories__products`.`prod_id` =  '1095'
AND `product_categories`.`parent_id` =  1
AND `product_categories__products`.`cat_idNOT IN (1261)  
0.0004  

SELECT `cat_idAS id, `parent_idAS parent, `status_id`, `name`, `description`, `url_friendly`, `page_title`, `meta_keywords`, `meta_description`, `position`, `updated_at`
FROM (`product_categories`)
WHERE `cat_id` != 1
ORDER BY 
`parent_id`, IF(position 010) AS, `position`, `name
0.0003  

SELECT *
FROM (`product_categories`)
WHERE `status_id` =  'A'
AND `parent_id` =  1
AND `cat_idNOT IN (1261) 
ORDER BY `name
0.0002  

SELECT *
FROM (`site_settings`)
WHERE `option_key` =  'announcement' 
  HTTP HEADERS  (Show)
  SESSION DATA  (Show)
  CONFIG VARIABLES  (Show)